goddammit - they were literally directly in the prompt, not collapsed attachment pastes. it takes the last prompt from you on compaction? that makes ZERO sense. one prompt. $ AI Mode Conversation
You said: IPTC photo metadataIPTC photo metadata
You can explore the official [IPTC Photo Metadata Standard](https://www.google.com/goto?url=CAESYgHrOzAVgRF_fxxfUoaWdjEmJnXOZUi2mo9AXD-jVEu2IjmL-Wvj_9DMkof04xcPAjsAtWDsUbxAgfu9s_ueEl-GBbSNqzO20Sw3PHeK1jaO3Xww-EWyREarSRCOFKNO33s5) to manage, describe, and protect digital images. [[1](https://www.google.com/goto?url=CAESYgHrOzAVgRF_fxxfUoaWdjEmJnXOZUi2mo9AXD-jVEu2IjmL-Wvj_9DMkof04xcPAjsAtWDsUbxAgfu9s_ueEl-GBbSNqzO20Sw3PHeK1jaO3Xww-EWyREarSRCOFKNO33s5), [2](https://www.google.com/goto?url=CAESfgHrOzAV7usxs9KziO3nXUUjKjLTBtkkXLxpaQ5q-LQ-iC9DAREpVxSUSE4jssaCo7hyXqvHln3UxuGypW2zw5nIH1UbihD4oVeYACNc4Ay7PTwWp73ek4aDjMfKgtiztN4EC4G4R7lxzRv2bPxFqNxPoqFma3g1qGzukw4XmA)]
What is IPTC Photo Metadata?

* Definition: A universally accepted industry standard for embedding administrative, descriptive, and copyright data directly into image files. [[1](https://www.google.com/goto?url=CAESdwHrOzAVa6YL90vCdRk54bfdCqyuYvh4CEovCdFgLnEYnW3vbq09ZsykzLkAgXLUGErTkcuY4uCsxb8pXorV__XOQ0JcYHG2Kgd9ZbyoOqFJqcBn9xqzDUyjQakZoE014-xIBDq1rPZXnhrwS1gzyAN-Qx02xwej), [2](https://www.google.com/goto?url=CAESYgHrOzAVgRF_fxxfUoaWdjEmJnXOZUi2mo9AXD-jVEu2IjmL-Wvj_9DMkof04xcPAjsAtWDsUbxAgfu9s_ueEl-GBbSNqzO20Sw3PHeK1jaO3Xww-EWyREarSRCOFKNO33s5)]
* File Formats: Supported across formats like JPEG, TIFF, and PNG, using the [IPTC Core and Extension Schemas](https://www.google.com/goto?url=CAEScAHrOzAVamozPSLuGtmUTmGz7WwmcSatTV8gSXhP-9rIadeE0o5ppLComWGrJdrdV7r9w8ZPg5AcHt7iiTBh6iqnkKCyxuIZn7Zu32WsAykDeM_t3-KZ1Bf5tz_TdNJ6qLmpFvAlGMzKRlW10KxlAkU) as well as Adobe's XMP framework. [[1](https://www.google.com/goto?url=CAEScAHrOzAVamozPSLuGtmUTmGz7WwmcSatTV8gSXhP-9rIadeE0o5ppLComWGrJdrdV7r9w8ZPg5AcHt7iiTBh6iqnkKCyxuIZn7Zu32WsAykDeM_t3-KZ1Bf5tz_TdNJ6qLmpFvAlGMzKRlW10KxlAkU), [2](https://www.google.com/goto?url=CAESeAHrOzAVmh2LShS5MWI7zNanQK48Fy09v-FUYv2fnKOl9Q60zl7NWCKFzXzvAmw_B7hv4YRIkFhcV9ZArqAfLAqhCWvoKppUBtuwrHTa-1FfSdQFDP1Sw-D_tVVoLSju-14i-JNEDTa0OM5CTjm3leteOr04ZieTEQ)]
* Difference from EXIF: While EXIF focuses on technical camera data (shutter speed, ISO, lens settings), IPTC focuses on human-readable details like captions, keywords, and creator credits. [[1](https://www.google.com/goto?url=CAESfwHrOzAV4OaxjMInbnBsTfDNBVPuyfZx3qG_QPAwuA6FUkdWDuhM_hqnEFFXY5HEDP898osmd5eS4Ij5o2s2AvZGP6VBhWtbdEhffhRZTSpOgTS09pI8vTSo1CkN7JlsP-t5GgAO74Oqz2ULN4-gv533xk5Hge5IQL3z66HzPaE)]

Main Metadata Categories

* Descriptive: Includes Alt Text, Headline, Description/Caption, Keywords, and Subject Codes.
* Administrative: Tracks Creation Date, Digital Source Type, Image GUIDs, and registry IDs.
* Rights & Ownership: Stores Creator (Photographer), Copyright Notice, Licensor, and usage terms.
* AI & Content Provenance: Recent standards (such as version 2025.1) include fields for AI System Used, AI System Version, AI Prompt Information, and AI Prompt Writer Name. [[1](https://www.google.com/goto?url=CAEShQEB6zswFQqPeUMQGV4DdPP7rGUYInuL_LeQuNpiALiUM1bR4IKTJ1rbBFQbcJ_NOqs-g47BgnGnqgaqK5AbUrKuBPZT07T1JmrYBIW5jnrXCwCsozsVyqe1TIiug-6v0v--DpDZvQxWT72pKnr0M-AW97JJJU3qz_0-7ndVehk6RgCvfLSs), [2](https://www.google.com/goto?url=CAESfgHrOzAV7usxs9KziO3nXUUjKjLTBtkkXLxpaQ5q-LQ-iC9DAREpVxSUSE4jssaCo7hyXqvHln3UxuGypW2zw5nIH1UbihD4oVeYACNc4Ay7PTwWp73ek4aDjMfKgtiztN4EC4G4R7lxzRv2bPxFqNxPoqFma3g1qGzukw4XmA), [3](https://www.google.com/goto?url=CAESdwHrOzAVa6YL90vCdRk54bfdCqyuYvh4CEovCdFgLnEYnW3vbq09ZsykzLkAgXLUGErTkcuY4uCsxb8pXorV__XOQ0JcYHG2Kgd9ZbyoOqFJqcBn9xqzDUyjQakZoE014-xIBDq1rPZXnhrwS1gzyAN-Qx02xwej)]

Key Use Cases

* Digital Asset Management (DAM): Helps archives, news agencies, and stock libraries search and sort massive libraries.
* Search & Google Images: Search engines read embedded IPTC data to display creator information and licensing attributes directly in search results.
* Verification Tools: You can inspect embedded data using tools like the IPTC Photo Metadata Inspector or [GetPMD](https://www.google.com/goto?url=CAESlAEB6zswFX_cDHQzffcNEF4kmRPyTooc9ZbD15prAJjD2bYe8d6VDdT1V80N9wR4nkcUAYvu4ovpP45OwUkvDYbMb_rZDZxkP7FDXQDQ1emANvOy4NTaIdW11XV41DQVdwTBbX0sr9NVrLZ8I-2nF7XwbVlerxrFu-gtuJ37yqAxpsA5KhUbp-2rMGyfejNn49aGJkXu). [[1](https://www.google.com/goto?url=CAESdQHrOzAVRTuJN3uvMPelKOVezxw9MlvKudO3GIa_js0R6tGqRdefnGcMQHYIaKQBCvfeQkm3D24fN6OaT_aVvTxeUVfbO-7ERdV3UxHaUkeP8DcCHqf_rXtt2YVQTMMiStZqZ1NpyhcmlmYY8r3RAmNp0P8syA), [2](https://www.google.com/goto?url=CAESaQHrOzAVpQCmpGd1VSONuWLPH6zOZdwPXJuXoMuMGb_-xkShiGxn-SgZDGD4MvW02CeFNDu4kwMR6WIzJ7bkyONM_w4FvDTUZqeYR8gfExzyCbHT8Wj0Jodl1Kdwrl-pB5ACYLS4WpV_JA), [3](https://chromewebstore.google.com/detail/iptc-photo-metadata-inspe/ejadeefikdifbfnhokdodfphhkimbelb), [4](https://www.google.com/goto?url=CAESlAEB6zswFX_cDHQzffcNEF4kmRPyTooc9ZbD15prAJjD2bYe8d6VDdT1V80N9wR4nkcUAYvu4ovpP45OwUkvDYbMb_rZDZxkP7FDXQDQ1emANvOy4NTaIdW11XV41DQVdwTBbX0sr9NVrLZ8I-2nF7XwbVlerxrFu-gtuJ37yqAxpsA5KhUbp-2rMGyfejNn49aGJkXu), [5](https://www.google.com/goto?url=CAESYgHrOzAVgRF_fxxfUoaWdjEmJnXOZUi2mo9AXD-jVEu2IjmL-Wvj_9DMkof04xcPAjsAtWDsUbxAgfu9s_ueEl-GBbSNqzO20Sw3PHeK1jaO3Xww-EWyREarSRCOFKNO33s5), [6](https://www.google.com/goto?url=CAESfwHrOzAV4OaxjMInbnBsTfDNBVPuyfZx3qG_QPAwuA6FUkdWDuhM_hqnEFFXY5HEDP898osmd5eS4Ij5o2s2AvZGP6VBhWtbdEhffhRZTSpOgTS09pI8vTSo1CkN7JlsP-t5GgAO74Oqz2ULN4-gv533xk5Hge5IQL3z66HzPaE)]

Are you looking to embed IPTC metadata into your own photos, or do you need help reading and extracting metadata from a specific image?
IPTC
Photo Metadata IPTC
Definition: IPTC Photo Metadata sets industry standards for administrative, descriptive, and copyright information regarding images. Purpose: Protects copyright...
IPTC
IPTC Photo Metadata Standard
Today, the IPTC Photo Metadata Standard consists of two schemas – IPTC Core and IPTC Extension – which were built on the legacy of the original IPTC-IIM, and de...
IPTC
IPTC Photo Metadata Standard 2025.1
Standard: IPTC Photo Metadata Standard 2025.1 incorporating IPTC Core Schema 1.5 and Extension Schema 1.9. Core Properties: Administrative, descriptive, and rig...
IPTC
IPTC Photo Metadata User Guide
Standards: IPTC Photo Metadata Standard covers Core (v1.5) and Extension (v1.9) schemas embedded via IIM and XMP formats in image headers. Content: Describes ge...
IPTC
IPTC Photo Metadata Standard adds new properties for AI-generated content - IPTC
Nov 27 2025 IPTC Photo Metadata Standard adds new properties for AI-generated content * AI System Used. Definition: The AI engine and/or the model name used to ...
Wikipedia
IPTC Information Interchange Model - Wikipedia
Overview: Information Interchange Model (IIM) is a 1990s IPTC metadata standard and file structure for news exchange, widely adopted by photographers as embedde...
IPTC
IPTC Guidelines & Support
Quick Guide to IPTC Photo Metadata and Google Images explains how to check and update IPTC Photo Metadata for best results in Google Images search results, as i...
NeededApps
What Is Image Metadata? EXIF, IPTC and XMP Explained - NeededApps
IPTC refers to metadata standards developed for the professional exchange and description of media. Unlike EXIF, which is heavily focused on technical capture i...
IPTC
Google Images and IPTC: Frequently Asked Questions
I would like to obtain a licence to re-use an image that I found on Google search. Can you help me? I run a web site and my images don't have metadata appearing...
Chrome Web Store
IPTC Photo Metadata inspector - Chrome Web Store - Google
Right-click on any image and select "View IPTC Photo Metadata". IPTC's GetPMD tool shows all metadata embedded in the image. Many images on the web contain embe...
YouTube·IPTC
3m
Introduction and welcome, 20 years of IPTC Photo Metadata, Recent work ... $ AI Mode Conversation
You said: IPTC MetawatchIPTC Metawatch
The [International Press Telecommunications Council (IPTC)](https://www.google.com/goto?url=CAESVAHrOzAVdc4J0YPjAFE7402TQcLoVomag0ntvgXv0MewwsdX49Fl4TY25PMUIsjq-OaJZxXmWxFGoIkRqUKUU3zsxXY1Z4EDPi3FbkRlZYqWC-oMPQ) launched [Metawatch](https://www.google.com/goto?url=CAESUwHrOzAVnEJCKwVoGoJY2lpNu2kPN60DasqJsg8w8NGhgG77LeviAGWTvQxVkit5RdBSrjfYDVU_cu2Wj8GGSOtSxcXd7gfIPnizaYd2HBDMaL6P), a free and open public monitoring tool that tracks how news publishers handle photo metadata. [[1](https://www.google.com/goto?url=CAESaAHrOzAV_u-xlH1bbit2w9cDdEKzs3oRW3t5WWw9dq9iYdyG_bFWhl3uP_PGTHKBRlcug1H6gDyTjYUsD1LbWk124FLnYH9AlA_uZerC5hDqZoeMFW16w7XZJ8Uk6Mahn-Cuz-zo6mb2), [2](https://www.google.com/goto?url=CAESiwEB6zswFTDf7tuIojq6SLCRLrtQHCtaa0fN6msQflnbsWAPt06DZVwv45LSuJnolfFh4p5gFiTIBhtbfRQU-0xwg2llqteEoVozPAA6-PzRHYNItbovz6QpXdgOho1A1JxtPZlwop9oWP3jWcts_vXnPWxOrF4zGOy5RScJiXrZ6pokRPxvm2E3R29L)]
Key Features of Metawatch

* Monthly Checks: Automatically crawls and analyzes news websites every month to see if embedded metadata survives publication. [[1](https://www.google.com/goto?url=CAESpgEB6zswFfgHpcoejsOZHDKvqUMz2dgStI3GenzGcMHH1QvtbbFXfbaZSnGwh-xwCQ1oy_anae2L-AY32YXOlrkz_bVkFwIXmDd7KeOQdOJ-vQH8GCRx938prSApekVdKvZzp4XYKNw0m-gChNfEPr9smIrZRwPx4dHQhJt-fvFU97zDJaG94vzNxUjb0I-8lWeAXRjRN044uHujnGF19S3CsVq7QKPo), [2](https://www.google.com/goto?url=CAESaAHrOzAV_u-xlH1bbit2w9cDdEKzs3oRW3t5WWw9dq9iYdyG_bFWhl3uP_PGTHKBRlcug1H6gDyTjYUsD1LbWk124FLnYH9AlA_uZerC5hDqZoeMFW16w7XZJ8Uk6Mahn-Cuz-zo6mb2)]
* Global Scale: Monitors over 500 news publishers across 122 countries. [[1](https://www.google.com/goto?url=CAESaAHrOzAV_u-xlH1bbit2w9cDdEKzs3oRW3t5WWw9dq9iYdyG_bFWhl3uP_PGTHKBRlcug1H6gDyTjYUsD1LbWk124FLnYH9AlA_uZerC5hDqZoeMFW16w7XZJ8Uk6Mahn-Cuz-zo6mb2)]
* Metadata Tracked: Checks whether crucial embedded details—such as credits, captions, copyright notices, Exif data, and IPTC/XMP photo metadata—are preserved or stripped when images are published online. [[1](https://www.google.com/goto?url=CAESYgHrOzAVEHfrOY5vtTfDAKDTZfTQakX8j0ehCLstnbxKfpyVH9QnlZFcaGKc6lf6tGi474dp1-aiuGqU07ZvjFsO7doy4N9d8d4KCBBqySkyCu3_Osi_E9PVogEKtwWDzpb1), [2](https://www.google.com/goto?url=CAESUwHrOzAVnEJCKwVoGoJY2lpNu2kPN60DasqJsg8w8NGhgG77LeviAGWTvQxVkit5RdBSrjfYDVU_cu2Wj8GGSOtSxcXd7gfIPnizaYd2HBDMaL6P)]
* Per-Field Breakdown: Provides a [Metawatch Field Breakdown](https://www.google.com/goto?url=CAESWgHrOzAVSSRUN9-lrQG4yVxxFGieOyKA_ld1b-JHjfsqNtPPUd5Umz3gkHsPgGQtX-ebOP4IlFLJzPAAIJ4tyBSr_LIMU2wJOkEv5DMBfLwuZUK0E0xx6CTvUA) to evaluate performance on specific metadata attributes. [[1](https://www.google.com/goto?url=CAESWgHrOzAVSSRUN9-lrQG4yVxxFGieOyKA_ld1b-JHjfsqNtPPUd5Umz3gkHsPgGQtX-ebOP4IlFLJzPAAIJ4tyBSr_LIMU2wJOkEv5DMBfLwuZUK0E0xx6CTvUA)]

Would you like to know more about how to check a specific publisher's score or how to properly embed IPTC photo metadata into your own images?
IPTC
Announcing Metawatch: a monthly check on which news publishers keep ... - IPTC
Oct 5, 2026 — The IPTC has launched Metawatch, a free, open monitor that checks every month whether more than 500 news publishers in 122 countries keep the ...
IPTC
Overview — Metawatch - IPTC
Metawatch tracks how often major news publishers preserve embedded photo metadata (Exif, IPTC Photo Metadata (in both original IIM format and newer XMP format),
LinkedIn·Paul Melcher
IPTC Publishes Metawatch, Revealing Image Metadata Issues - LinkedIn
Sep 14, 2026 — International Press Telecommunications Council (IPTC) now publishes Metawatch. It crawls news publishers every month and checks what ...
IPTC
Per-field breakdown - Metawatch - IPTC
Metawatch — tracking image metadata across news publishers worldwide.
IPTC
Watching AI platforms, news publishers and real-world C2PA - IPTC
Sep 8, 2026 — Lastly, Brendan Quinn appeared again to introduce Metawatch, IPTC's new public service that monitors real-world usage of metadata in images ...
IPTC
Photo Metadata Archives - IPTC
Oct 22, 2026 — The IPTC has launched Metawatch, a free, open monitor that checks every month whether more than 500 news publishers in 122 countries keep the credits, captions ... $ AI Mode Conversation
You said: NanopublicationsNanopublications
A nanopublication is the smallest independent unit of publishable scientific information, represented as a machine-readable knowledge graph snippet rather than a traditional research paper. [[1](https://www.google.com/goto?url=CAESTAHrOzAV1yR1C6Ffp-mJYbjicBIQjplNbIkm1DPUmGjplHWIHrhfd_KnQTn3nZnd2etExBDERCfJkZKv2Clw6GjnOCm6jj2nsx-gVZk), [2](https://www.google.com/goto?url=CAESZgHrOzAVHHcCYMwchIQdtXG0q8p-tpdrN_-MS1SXUpFnut9sAtEfFkWgmGqLulEfczlsfUNnpcIseOQtly0ECDQBG4tTkw_cojKjZMk9SO20C4MEHaBgXz5rp7zoyFo0wfGsWBmJYw)]
Core Structure
Every nanopublication is built using Resource Description Framework (RDF) triples and consists of three mandatory parts: [[1](https://www.google.com/goto?url=CAESaQHrOzAVT30WsgNwtI0KXwg-_GIDeC5PLJF7UcX4OWuVacfZntN8sGCKhu_7lSqiGmWLb3sW8xyBUQG_eTof3qFedDl4gD92_ZbHpAfCK6j8muKPrwMO03aveO5z0Uf3OrVVbsLSQASaFQ), [2](https://www.google.com/goto?url=CAEShwEB6zswFWE5BZijtwjt9Re1Ur-t_mG0A6ZZI1r4t95onFRxZig5Ms8nYV8IwXXBF50xNEFX5VodqJNMvhnh3TVRki9wmjjlRbX1ICuuWk1Wq8xlFBYMI4vrgfMwrv1C33E2_10RMAIeLdayTF-FqKjknWkHf1US3qfyZT_APb0EraRhahBSZ_k)]

* Assertion: A single, atomic scientific statement or claim (e.g., a specific relation between a gene and a disease). [[1](https://www.google.com/goto?url=CAESTAHrOzAV1yR1C6Ffp-mJYbjicBIQjplNbIkm1DPUmGjplHWIHrhfd_KnQTn3nZnd2etExBDERCfJkZKv2Clw6GjnOCm6jj2nsx-gVZk), [2](https://www.google.com/goto?url=CAEShwEB6zswFWE5BZijtwjt9Re1Ur-t_mG0A6ZZI1r4t95onFRxZig5Ms8nYV8IwXXBF50xNEFX5VodqJNMvhnh3TVRki9wmjjlRbX1ICuuWk1Wq8xlFBYMI4vrgfMwrv1C33E2_10RMAIeLdayTF-FqKjknWkHf1US3qfyZT_APb0EraRhahBSZ_k)]
* Provenance: Metadata detailing how the assertion was generated, including the methods, parameters, and primary source or paper. [[1](https://www.google.com/goto?url=CAEShQEB6zswFb3rkEAMLJU3gbOi0LNmRqtOJ4t07gTM0nmJ59PZ-Q_kHqif2vF3lIGgQI5CsWF4B3fjajhGO5UGTin5prWH77KCf2F1WMQcVCI0YB-6NbFTClr_OZ4BZVrF2tsFlG7-dGyuRMW4zXDjlgWGh6APKxek81WB0kD_SG9c5ftYWHrT), [2](https://www.google.com/goto?url=CAEShwEB6zswFWE5BZijtwjt9Re1Ur-t_mG0A6ZZI1r4t95onFRxZig5Ms8nYV8IwXXBF50xNEFX5VodqJNMvhnh3TVRki9wmjjlRbX1ICuuWk1Wq8xlFBYMI4vrgfMwrv1C33E2_10RMAIeLdayTF-FqKjknWkHf1US3qfyZT_APb0EraRhahBSZ_k)]
* Publication Info: Metadata identifying the creator, creation timestamp, and reuse or licensing terms. [[1](https://www.google.com/goto?url=CAEShwEB6zswFWE5BZijtwjt9Re1Ur-t_mG0A6ZZI1r4t95onFRxZig5Ms8nYV8IwXXBF50xNEFX5VodqJNMvhnh3TVRki9wmjjlRbX1ICuuWk1Wq8xlFBYMI4vrgfMwrv1C33E2_10RMAIeLdayTF-FqKjknWkHf1US3qfyZT_APb0EraRhahBSZ_k)]

Key Features

* Machine-Readable: Formatted using Semantic Web standards (such as RDF and OWL) so computers and AI tools can automatically search, aggregate, and reason over the data. [[1](https://www.google.com/goto?url=CAESawHrOzAVX5UkC9JbjtfWIgkF64MpBAWZI5udRUGD9Di-6-A_BSk8hpnCEXL9-eEbOqYWOAiBG0V2giyYxkH4EYX3PZrkCRsL-whH5WWNR82K6xuCiFRr_Ce82nTEl42SHIuvBuTv1ucNF_la), [2](https://www.google.com/goto?url=CAESZgHrOzAVHHcCYMwchIQdtXG0q8p-tpdrN_-MS1SXUpFnut9sAtEfFkWgmGqLulEfczlsfUNnpcIseOQtly0ECDQBG4tTkw_cojKjZMk9SO20C4MEHaBgXz5rp7zoyFo0wfGsWBmJYw)]
* Citable and Attributed: Each nanopublication can be uniquely identified and tracked on a decentralized network, giving researchers credit for releasing granular data. [[1](https://www.google.com/goto?url=CAEScwHrOzAV4oAGTmcIh3VH0PN2fT1_9kN8-xSHvrKR7qbaZdoNDloNdhArlyoUAeJPR3ntLZW8hGi07-wdGt9sm62oFtKxLDqjfQpMSC8Npc_FUBC32fXVuPNoA7e2Blkf1IkQYgVJ22S3B8ZLpq-zHkyIKeg), [2](https://www.google.com/goto?url=CAESTAHrOzAV1yR1C6Ffp-mJYbjicBIQjplNbIkm1DPUmGjplHWIHrhfd_KnQTn3nZnd2etExBDERCfJkZKv2Clw6GjnOCm6jj2nsx-gVZk)]
* Life Sciences Focus: Millions of nanopublications have been created, heavily concentrated in fields like genetics, pharmacology, and bioinformatics. [[1](https://www.google.com/goto?url=CAESZQHrOzAVn6dh5sSNnva08Mh7s5y8l0JTOUaDX6nodz1rzdNDjoo1i3PJHS7Aqd_2MKZnVuNfLNEuMpRpsHg1vqB5ebrsJ7avSl3HXtpPYluSMrCGgjYlWtcEJU69L9P3gAsEXKwg), [2](https://www.google.com/goto?url=CAESaQHrOzAVT30WsgNwtI0KXwg-_GIDeC5PLJF7UcX4OWuVacfZntN8sGCKhu_7lSqiGmWLb3sW8xyBUQG_eTof3qFedDl4gD92_ZbHpAfCK6j8muKPrwMO03aveO5z0Uf3OrVVbsLSQASaFQ)]
* Tools and Access: You can explore or publish them using platforms like [Nanopublications](https://www.google.com/goto?url=CAESTAHrOzAV1yR1C6Ffp-mJYbjicBIQjplNbIkm1DPUmGjplHWIHrhfd_KnQTn3nZnd2etExBDERCfJkZKv2Clw6GjnOCm6jj2nsx-gVZk) or client tools like `nanopub-py`. [[1](https://www.google.com/goto?url=CAESYQHrOzAVyB8jmanND7LKpbcw7EBvzoj_56eJ_luz7DkXcK-zHA7ajOAE0LgOn0QjOngJTLY9L4AjOS4SwPGppOa6TkTjHCLh4cKhHdeJ2HkqDjpDdRfd0ToFnBKku1sbFyM), [2](https://www.google.com/goto?url=CAESTAHrOzAV1yR1C6Ffp-mJYbjicBIQjplNbIkm1DPUmGjplHWIHrhfd_KnQTn3nZnd2etExBDERCfJkZKv2Clw6GjnOCm6jj2nsx-gVZk)]

Are you looking to search existing nanopublications for a specific scientific domain, or do you want to learn how to publish your own data using `nanopub-py`?
Nanopublications
Nanopublications
What is a Nanopublication? A nanopublication is a small knowledge graph snippet with metadata that is treated as an independent (scientific) publication. This i...
GitHub
GitHub - Nanopublication/nanopub-py: Python client for searching, publishing and modifying nanopublications. · GitHub
Overview: Python client (nanopub-py) licensed under Apache-2.0 for searching, publishing, modifying, and retracting nanopublications (machine-readable minimal u...
researchobject.org
Nanopublications - Research Object
2025-10-13: The RO-Crate website and specification superseded this website after 2020. These pages are no longer maintained. We strongly recommend that new Rese...
IEEE Xplore
A Growing Resource of Provenance
Abstract: Nanopublications are a Linked Data format for scholarly data publishing that has received considerable uptake in the last few years. In contrast to th...
National Institutes of Health (NIH) | (.gov)
Search, access, and explore life science nanopublications on the Web
Introduction A repository of nanopublications is to be thought of as an open and interconnected knowledge graph seamlessly integrated with the supporting scient...
Research Ideas and Outcomes
The Comparative Anatomy of Nanopublications and FAIR Digital ...
Abstract Beginning in 2009, nanopublications were independently conceived ( Groth et al. 2010 ) as a minimal, uniform container making individual semantic asser...
Pensoft blog
nanopublications
… so, what exactly is a nanopublication? “the smallest unit of publishable information”, as explained on nanopub.net. Basically, a nanopublication – unlike a re...
Read the Docs
What are nanopublications? — nanopub 1.2.11 documentation
Definition: Nanopublications are formalized, machine-readable, searchable, and citable units communicating the smallest possible atomic units of scientific info...
Medium
What is a Nanopublication, really? | by Rohitha Ravinder - Medium
In today's AI landscape, this question has become even more important. As systems increasingly generate, summarize and reinterpret scientific knowledge, we find... $ AI Mode Conversation
You said: C2PA Conformance ProgramC2PA Conformance Program
The C2PA Conformance Program is a risk-based governance and verification framework run by the [Coalition for Content Provenance and Authenticity](https://www.google.com/url?sa=i&source=web&rct=j&url=CAESSQHrOzAVuwzn3UN86yffzE80u24yceOTqeimVuqQaPCaboHdCapCOp4DGinA2OBC8jtKiFJNGuXNN5SJLfIecTIpd4-8IMS83L8&uoh=2&ved=2ahUKEwi7nMGW0t-XAxU9NoYAHRpcI6gQy_kOegoIAggACAAIBxAE&opi=89978449&cd&psig=AOvVaw18y9wkf9oMBz0bQikE6MX7&ust=1793377564077000) to ensure hardware and software products properly implement the Content Credentials specification. [[1](https://www.google.com/goto?url=CAESVQHrOzAViSAcpbzd8j0w9TyGXP26wLvk9SSkHa4AuPWS2SKK3y660rrt53Kc_fmIbizKgyN_q-LcL-ye4WAcsVDn3pTsqNraMFmdOQ9ut66_xC7Sbww), [2](https://www.google.com/goto?url=CAESnwEB6zswFaypkuCvqpItl5z9kI65LqDPStV7lrO7yuXiqwzXpWhu7fHZyeJyQ_-JgFRBTPVaLL5uKGO6nP2wPzH8qSJeK2sse5m4NYjHCeBBeAnR5IJfyfkKqhXmpN48OoUs2N9nQMKIPUw00gof5r2OrK9IQl6lF6vMYrZzWHRLvc4dfd7jdqQzDyXaBE3OsHcMu-4rNAMrBikgQCVffc0)]
Core Components

* Conforming Products List: Verified generator and validator products are publicly listed on the [C2PA Conformance Explorer](https://www.google.com/goto?url=CAESYwHrOzAVhfC6ZNe-INnpA_9MMTpC6WJ2r94aegqcrvtkbo7faAhJWULL8c3t1lRrwzR4iqMeMyrcjPH_CIk9Fv-ZLLYpX77E7oFQQOkocHFqU0iKpb6oZpqCBtRfdApaZrTOMw).
* Generator Products: Software or hardware tools that create asset manifests, apply assertions, and sign content using X.509 certificates (categorized by Level 1 or Level 2 assurance levels).
* Validator Products: Applications or services that read, check, and verify manifest stores and cryptographic signatures.
* Certificate Authorities (CAs): Entities that issue claim-signing certificates conforming to C2PA policy and the official Trust List. [[1](https://www.google.com/goto?url=CAESdAHrOzAVcOIhTlkuurqIjQZbX7LZb7YpYwWhyUaH9_ztL_rnj7P4XHD5q3EidjPCgwxyY0WhOB25AY-w0NwTUWvMSe88MCPIuXioLygbatMPoOr1OjeTPkH9nhIiCSPm7Bwd6enL9SGGWJvKPq-qcqTjz3i8), [2](https://www.google.com/goto?url=CAESYwHrOzAVhfC6ZNe-INnpA_9MMTpC6WJ2r94aegqcrvtkbo7faAhJWULL8c3t1lRrwzR4iqMeMyrcjPH_CIk9Fv-ZLLYpX77E7oFQQOkocHFqU0iKpb6oZpqCBtRfdApaZrTOMw), [3](https://www.google.com/goto?url=CAESegHrOzAVyD1JtwByMcAWIBTF0ydgmaGQp-GyOSHURvg_A8MNR08ZTyaiv2euhFPTVMcC1NuvqSUqlsD2mF4eKawdDClK30odxUqv-Tx0e-Hw15gyF_34WiY6QIElr_6si0-jwPBFFyn4wF8tlkXlMcIcF5fE2pnETLPv), [4](https://www.google.com/goto?url=CAESTgHrOzAVj9mNQPCbUBgAALggxbMJHG7RlLystfXN-_YOqbNf6u7dGP-eQXgsFIKcOhXqv5is4Pg50HNu8GrepXHgjMZYbYHyaldT52wFhQ), [5](https://www.google.com/goto?url=CAESVQHrOzAViSAcpbzd8j0w9TyGXP26wLvk9SSkHa4AuPWS2SKK3y660rrt53Kc_fmIbizKgyN_q-LcL-ye4WAcsVDn3pTsqNraMFmdOQ9ut66_xC7Sbww)]

How It Works

* Evaluation Process: Applicants submit an expression of interest, sign legal agreements, provide technical evidence, and run self-test tools against program requirements. [[1](https://www.google.com/goto?url=CAESuwEB6zswFRai9sJAHdfacExt5I84WcuS66u2ZYT4emRG9th0KsvmyjdC4CbGmVoVPjQ7xDVCvDSu4vqnxoCgM3qDj23FkTydGzAJGZT6O6_fp5uAshWHgRJ9lNc3Un1OykhuH5lgP1y6iwbhDIvPSUQ1H9rU3pmUeBH2_vOYIiuGuYYbG0kifQ8YpFA0u2B6nk-DbnNtoDHEmFYvKscu6qUv0T4UvjdjpG-hvKzjOfvJobQGIgv8sECkmU81), [2](https://www.google.com/goto?url=CAESdAHrOzAVcOIhTlkuurqIjQZbX7LZb7YpYwWhyUaH9_ztL_rnj7P4XHD5q3EidjPCgwxyY0WhOB25AY-w0NwTUWvMSe88MCPIuXioLygbatMPoOr1OjeTPkH9nhIiCSPm7Bwd6enL9SGGWJvKPq-qcqTjz3i8)]
* Trust & Security: Only conforming generator products can receive production claim-signing certificates from approved CAs, creating end-to-end tamper evidence for digital media. [[1](https://www.google.com/goto?url=CAESggEB6zswFWMxog3GTPYX2rNEPwb0zpqq_2-hRSCedQM2wbOyVZUDiswtZP-ZRN8QFSrDkmr9QVmyd3jnFy0iI4dSQQLmx3DsTxGAKV3jw_lLOc5uOJwKPbkTmg-WU14GzUaXfd41plx_WKgMzLvZ9G-gpm1I09NPYsFgqCTPGyJxP11H), [2](https://www.google.com/goto?url=CAESegHrOzAVyD1JtwByMcAWIBTF0ydgmaGQp-GyOSHURvg_A8MNR08ZTyaiv2euhFPTVMcC1NuvqSUqlsD2mF4eKawdDClK30odxUqv-Tx0e-Hw15gyF_34WiY6QIElr_6si0-jwPBFFyn4wF8tlkXlMcIcF5fE2pnETLPv)]

If you want, I can help you:

* Look up specific vendors or products on the Conforming Products List
* Explain the difference between Level 1 and Level 2 assurance levels
* Detail how to submit a product for conformance testing

Coalition for Content Provenance and Authenticity (C2PA)
Conformance - C2PA
The C2PA Conformance Program provides assurance that products adhere to the Content Credentials specification, and fulfill a set of security requirements to ens...
Content Authenticity Initiative
C2PA conformance program | Open-source tools for content authenticity and provenance
Overview: The C2PA conformance program ensures products comply with the C2PA Content Credentials specification by adding accepted products to a conforming produ...
Content Authenticity Initiative
Raising the bar for trust: introducing the C2PA Conformance Program
Program: C2PA Conformance Program launched fully in 2025 by the Coalition for Content Provenance and Authenticity to ensure secure and interoperable implementat...
C2PA Specifications
C2PA Conformance Explorer
Conformance Explorer Toggle dark mode Browse, search, and filter the live versions of the C2PA Conforming Products List, C2PA Trust List, and C2PA TSA Trust Lis...
SSL.com
How to Submit to the C2PA Conformance Program
Want to keep learning? * Explore C2PA Solutions * The Coalition for Content Provenance and Authenticity (C2PA) maintains a formal conformance program to verify ...
Coalition for Content Provenance and Authenticity (C2PA)
C2PA FAQ
Content Credentials: Cryptographically secure, tamper-evident provenance data (creation history, tools, edits) traveling with assets; not DRM. Verification: Use...
trufo.ai
C2PA Conformance Program - Trufo
Oct 9, 2026 — A risk-based governance program intended to hold Applicants who want to demonstrate their conformance to its requirements and then differentiate themselves thro...
LinkedIn·Scott Perry
C2PA Conformance Program Documents Released v0.2 Upgrade - LinkedIn
Jul 31, 2026 — The C2PA has finally released our Conformance Program documents supporting our 0.2 upgrade. This upgrade includes many advances and tools available to applicant... $ AI Mode Conversation
You said: Data Provenance InitiativeData Provenance Initiative
The [Data Provenance Initiative](https://www.google.com/goto?url=CAESVwHrOzAVIs_bBUxr7ducYJKxi6mO2H8PFkOqeMYxYB9BZOGggLJumXN31RQqX2ghNJ2wlF1SU0MHuuvc_7Cgibm_RylNPmv9oYEqoRYseVd3oqu3XZKm1g) is a multi-institutional research project—led in part by researchers from MIT—that audits the datasets, licenses, and web domains used to train artificial intelligence models. [[1](https://www.google.com/goto?url=CAESVwHrOzAVIs_bBUxr7ducYJKxi6mO2H8PFkOqeMYxYB9BZOGggLJumXN31RQqX2ghNJ2wlF1SU0MHuuvc_7Cgibm_RylNPmv9oYEqoRYseVd3oqu3XZKm1g), [2](https://www.google.com/goto?url=CAESqQEB6zswFet87RYIXm3SERz1TKVCghLBNX4HMFbQtx13MaYHj6MDNSA37R0c7ew2FcMKY0uwIb26y1xAvejdbImAK8Q_LTnWNuKmR8qSQN1qnnLlzv64o7kxJszSYWKAOBs9at3KmLXdTqZoVWPghfJ919vtbMoyd1dBDa3EUPb04SLEOewf5nEuwcxJIK3tbZkdhSMe8_ovQaLxzbMOag7gPLlf4I31cXOb)]
Key Tools & Platforms

* Data Provenance Explorer: An interactive tool that audits and filters over 1,800+ text and fine-tuning datasets across dozens of collections to inspect sources, lineages, and license types.
* Web Consent Explorer: A system that tracks thousands of web domains for consent signals and web policies.
* Open Model Evolution: A monitor tracking open-source and open-weight AI models for transparency and concentration.
* AI Observatory: A comparative tool for analyzing real-world AI conversation sets. [[1](https://www.google.com/goto?url=CAESWAHrOzAVPyKzeU_QMzOf7n22XqYG0KKTgi5Z-PwZ7GxKjlEAW5l2-E65BnypNfmou0_MVC8loaXdqlCyTHI5KJIgRZIQWyxmBUnIZGUKIrLwEMZt9FHY3wc), [2](https://www.google.com/goto?url=CAESqQEB6zswFet87RYIXm3SERz1TKVCghLBNX4HMFbQtx13MaYHj6MDNSA37R0c7ew2FcMKY0uwIb26y1xAvejdbImAK8Q_LTnWNuKmR8qSQN1qnnLlzv64o7kxJszSYWKAOBs9at3KmLXdTqZoVWPghfJ919vtbMoyd1dBDa3EUPb04SLEOewf5nEuwcxJIK3tbZkdhSMe8_ovQaLxzbMOag7gPLlf4I31cXOb), [3](https://www.google.com/goto?url=CAESVwHrOzAVIs_bBUxr7ducYJKxi6mO2H8PFkOqeMYxYB9BZOGggLJumXN31RQqX2ghNJ2wlF1SU0MHuuvc_7Cgibm_RylNPmv9oYEqoRYseVd3oqu3XZKm1g)]

Major Findings from Audits

* License Omission & Errors: Widely used hosting platforms exhibit over a 70% license omission rate and more than 50% error rates in how they categorize dataset licenses. [[1](https://www.google.com/goto?url=CAESWAHrOzAVPyKzeU_QMzOf7n22XqYG0KKTgi5Z-PwZ7GxKjlEAW5l2-E65BnypNfmou0_MVC8loaXdqlCyTHI5KJIgRZIQWyxmBUnIZGUKIrLwEMZt9FHY3wc)]
* Composition Divides: Commercially closed or restrictive datasets often monopolize creative tasks, specialized topics, and lower-resource languages. [[1](https://www.google.com/goto?url=CAESWAHrOzAVPyKzeU_QMzOf7n22XqYG0KKTgi5Z-PwZ7GxKjlEAW5l2-E65BnypNfmou0_MVC8loaXdqlCyTHI5KJIgRZIQWyxmBUnIZGUKIrLwEMZt9FHY3wc)]
* Non-Commercial Spikes: There has been a significant rise in non-commercial and academic-only licenses, frequently driven by synthetic data generated via commercial APIs. [[1](https://www.google.com/goto?url=CAESagHrOzAVZJUi_F28cTVTNDyVGy5o6we0skjvkFWVNKew85OiArqy4UZIJs_HB3iYrw47y7IANWFpbJwvPeNn-_KvDgyFI0xIBWwUWyPbE1ituE9-vBcMmutKajo2Z4cvEYj9YNkbsKyOPKg)]

Would you like to explore how to use the Data Provenance Explorer, or look into specific dataset licenses?
Data Provenance Initiative
Data Provenance Initiative
Platforms: Data Provenance Initiative (maps AI datasets, web policies, model markets, real-world use). Metrics: 4,000+ audited datasets; 14,000 tracked web doma...
arXiv
[2310.16787] The Data Provenance Initiative: A Large Scale Audit of Dataset Licensing & Attribution in AI
Audit: 1800+ text datasets traced and audited by legal and machine learning experts to evaluate licensing, lineage, and attribution in AI training. Findings: Co...
MIT Sloan
Bringing transparency to the data used to train artificial intelligence | MIT Sloan
Problem: Untraced AI training datasets cause legal, copyright, regulatory, bias, and quality risks due to poor documentation and high license error rates (>50%)
Nature
A large-scale audit of dataset licensing and attribution in AI | Nature Machine Intelligence
Audit: 1,858 text/finetuning datasets across 44 collections evaluated for licensing, attribution, and lineage via the Data Provenance Initiative and DPExplorer. $ AI Mode Conversation
You said: AttributionBenchAttributionBench
[AttributionBench](https://www.google.com/goto?url=CAESaQHrOzAVU01FbKjqKLFYWTaNiZYplQ8UQ-cTMSNBjPF8nqEl2y9--9eB-WyrqaP046sOGs1WcXCz5z-vjxbFnIGx2wjxuo7Qo5Q8WmHtkKQlAa5EjDFmUSFi31CF9mMLgtKU2HaYdleBfg) is a comprehensive research benchmark designed to evaluate automatic attribution and citation faithfulness in Large Language Model (LLM) and generative search engine responses. [[1](https://www.google.com/goto?url=CAESWAHrOzAVmqv2rMzE2fwWGexH4ZP2TmOPFx1x4yOBvoEDc5-2uk21FgRGxqSTveJLXNIK9i_jG2EfxOjIDd-0iwHArcW44frlGDmFVP3i31HMP1TN30TmK00), [2](https://www.google.com/goto?url=CAESaQHrOzAVU01FbKjqKLFYWTaNiZYplQ8UQ-cTMSNBjPF8nqEl2y9--9eB-WyrqaP046sOGs1WcXCz5z-vjxbFnIGx2wjxuo7Qo5Q8WmHtkKQlAa5EjDFmUSFi31CF9mMLgtKU2HaYdleBfg)]
Overview & Purpose

* Unified Testbed: It compiles multiple existing attribution datasets—including ExpertQA, Stanford-GenSearch, AttributedQA, LFQA, BEGIN, HAGRID, and AttrEval-GenSearch—into a single standardized evaluation format. [[1](https://www.google.com/goto?url=CAESaQHrOzAVgms_ESOyHhe1D0kETAdvLhlfTSZSqGbiiS0TIUDdgAqEf3qpe-ByJYOTGx1ji1SsDDlVDzXKZzBQYdVtbZZ0FbJ04coryqRDcGSfdgwimQIVGpk49t8HHDc6nI43aLp_ka5ejQ), [2](https://www.google.com/goto?url=CAESaQHrOzAVU01FbKjqKLFYWTaNiZYplQ8UQ-cTMSNBjPF8nqEl2y9--9eB-WyrqaP046sOGs1WcXCz5z-vjxbFnIGx2wjxuo7Qo5Q8WmHtkKQlAa5EjDFmUSFi31CF9mMLgtKU2HaYdleBfg)]
* Core Task: It measures whether every claim generated by an LLM is fully and accurately supported by its cited reference evidence (classified as `attributable` or `not attributable`). [[1](https://www.google.com/goto?url=CAESZwHrOzAVpZlERTl75IWAAC9-thaAFB3DX_b_T81TUeWKlJZW4_YdoOcnA7wZoHkgXY3Zhbc2_YPw_zVIs-_knsuf7b3o6gPpZYjI3KpLPpPMDvadBfybX5T3dwU_ZEBc_-QNEra_4O0), [2](https://www.google.com/goto?url=CAESaQHrOzAVgms_ESOyHhe1D0kETAdvLhlfTSZSqGbiiS0TIUDdgAqEf3qpe-ByJYOTGx1ji1SsDDlVDzXKZzBQYdVtbZZ0FbJ04coryqRDcGSfdgwimQIVGpk49t8HHDc6nI43aLp_ka5ejQ)]
* Dataset Availability: The dataset and code are open-sourced via the [Hugging Face AttributionBench Dataset](https://www.google.com/goto?url=CAESbwHrOzAVNHLVxrI2cQf_XAnHqx_nRxad9fjvo47I43P_6udYsZree37Tf4h0ThugpBuyHFG3GeSlRkiVwIcWexDwXVFexctl11F4y0phY62RZFAdTEAa6oiODlBMLLZghaBGvVilCCYxJBbUecAC_Q) and the [GitHub Repository](https://www.google.com/goto?url=CAESaQHrOzAVgms_ESOyHhe1D0kETAdvLhlfTSZSqGbiiS0TIUDdgAqEf3qpe-ByJYOTGx1ji1SsDDlVDzXKZzBQYdVtbZZ0FbJ04coryqRDcGSfdgwimQIVGpk49t8HHDc6nI43aLp_ka5ejQ). [[1](https://www.google.com/goto?url=CAESbwHrOzAVNHLVxrI2cQf_XAnHqx_nRxad9fjvo47I43P_6udYsZree37Tf4h0ThugpBuyHFG3GeSlRkiVwIcWexDwXVFexctl11F4y0phY62RZFAdTEAa6oiODlBMLLZghaBGvVilCCYxJBbUecAC_Q), [2](https://www.google.com/goto?url=CAESaQHrOzAVgms_ESOyHhe1D0kETAdvLhlfTSZSqGbiiS0TIUDdgAqEf3qpe-ByJYOTGx1ji1SsDDlVDzXKZzBQYdVtbZZ0FbJ04coryqRDcGSfdgwimQIVGpk49t8HHDc6nI43aLp_ka5ejQ)]

Key Findings

* High Difficulty for LLMs: Even cutting-edge models like GPT-4 and fine-tuned GPT-3.5 face significant limitations, reaching only around 80% macro-F1 score on binary attribution classification tasks (and dropping to 60–70% or lower on complex, long-evidence, or out-of-domain datasets). [[1](https://www.google.com/goto?url=CAESaQHrOzAVU01FbKjqKLFYWTaNiZYplQ8UQ-cTMSNBjPF8nqEl2y9--9eB-WyrqaP046sOGs1WcXCz5z-vjxbFnIGx2wjxuo7Qo5Q8WmHtkKQlAa5EjDFmUSFi31CF9mMLgtKU2HaYdleBfg), [2](https://www.google.com/goto?url=CAESWAHrOzAVmqv2rMzE2fwWGexH4ZP2TmOPFx1x4yOBvoEDc5-2uk21FgRGxqSTveJLXNIK9i_jG2EfxOjIDd-0iwHArcW44frlGDmFVP3i31HMP1TN30TmK00)]
* Error Breakdown: Analysis of model failures shows that over 66% of errors stem from fine-grained information insensitivity (missing subtle nuances in the text), while nearly 27% derive from mismatches between what the model has access to and human-level context understanding. [[1](https://www.google.com/goto?url=CAESaQHrOzAVU01FbKjqKLFYWTaNiZYplQ8UQ-cTMSNBjPF8nqEl2y9--9eB-WyrqaP046sOGs1WcXCz5z-vjxbFnIGx2wjxuo7Qo5Q8WmHtkKQlAa5EjDFmUSFi31CF9mMLgtKU2HaYdleBfg)]

Would you like to explore how to load AttributionBench via Hugging Face or learn more about the specific models and fine-tuning scripts used in the paper?
arXiv
[2402.15089] AttributionBench: How Hard is Automatic Attribution Evaluation?
AttributionBench: How Hard is Automatic Attribution Evaluation? Yifei Li, Xiang Yue, Zeyi Liao, Huan Sun View a PDF of the paper titled AttributionBench: How Ha...
GitHub
GitHub - OSU-NLP-Group/AttributionBench: [ACL'24 Findings] AttributionBench: How Hard is Automatic Attribution Evaluation? · GitHub
Paper: AttributionBench: How Hard is Automatic Attribution Evaluation? (Accepted to ACL 2024 Findings). Dataset: Unified testbed for evaluating attribution eval...
GitHub Pages documentation
AttributionBench: How Hard is Automatic Attribution Evaluation?
Overview: AttributionBench is a comprehensive benchmark compiled from existing attribution datasets (ExpertQA, Stanford-GenSearch, AttributedQA, LFQA, BEGIN, HA...
Hugging Face
osunlp/AttributionBench · Datasets at Hugging Face
Dataset: osunlp/AttributionBench (arXiv: 2402.15089, created by Yifei Li, Xiang Yue, Zeyi Liao, Huan Sun). Task/Modality: Text Classification, Text modality, En...
ACL Anthology
AttributionBench: How Hard is Automatic Attribution Evaluation?
Abstract Modern generative search engines enhance the reliability of large language model (LLM) responses by providing cited evidence. However, evaluating the a... $ AI Mode Conversation
You said: AttriBenchAttriBench
The term AttriBench primarily refers to two distinct tools in the field of artificial intelligence and machine learning:
1. AttriBench (Large Language Model Evaluation)
Released in 2026, AttriBench is the first fame- and demographically-balanced quote attribution benchmark dataset for Large Language Models (LLMs). [[1](https://www.google.com/goto?url=CAESWAHrOzAVkIxAkiiji0QZN3koE1DCdfc3CEbx4E-ATSPWSUnAE_LZatEgP-0kxbgWjM9GK6pJLPpIly8bptwtVAsd7GeX6nDmUOuZqdkS4uPBLtSAaMjvsuI)]

* The Purpose: As LLMs are increasingly deployed for search and information retrieval, it is critical that they accurately attribute quotes to their original authors. AttriBench evaluates how well models do this without exhibiting demographic bias. [[1](https://www.google.com/goto?url=CAESWAHrOzAVkIxAkiiji0QZN3koE1DCdfc3CEbx4E-ATSPWSUnAE_LZatEgP-0kxbgWjM9GK6pJLPpIly8bptwtVAsd7GeX6nDmUOuZqdkS4uPBLtSAaMjvsuI)]
* Key Findings: Evaluations using this dataset revealed that quote attribution remains highly challenging even for frontier models. It highlighted systematic disparities in accuracy across race, gender, and intersectional groups, as well as a failure mode known as suppression—where a model completely omits attribution even though it possesses the authorship data. [[1](https://www.google.com/goto?url=CAESWAHrOzAVkIxAkiiji0QZN3koE1DCdfc3CEbx4E-ATSPWSUnAE_LZatEgP-0kxbgWjM9GK6pJLPpIly8bptwtVAsd7GeX6nDmUOuZqdkS4uPBLtSAaMjvsuI)]
* Availability: The data repository can be explored directly on [Hugging Face](https://www.google.com/goto?url=CAESegHrOzAVFaeIQ7-aMOamfHzfhu2E03kvd9_u_RcgCADRXYNXHQh7F7vkX1__LEpPcKSNIQE7p1oHLf7b6hJ-XNdntf48qhHcTfm-7j34We_QFcZ4pUQv6KC0x_yw_1kp4tKq48NBUMq-8e47MnGmibQ4oquvQNq5ZBKb). [[1](https://www.google.com/goto?url=CAESegHrOzAVFaeIQ7-aMOamfHzfhu2E03kvd9_u_RcgCADRXYNXHQh7F7vkX1__LEpPcKSNIQE7p1oHLf7b6hJ-XNdntf48qhHcTfm-7j34We_QFcZ4pUQv6KC0x_yw_1kp4tKq48NBUMq-8e47MnGmibQ4oquvQNq5ZBKb)]

2. AttriBench (Explainable AI / Feature Attribution)
Originally released in 2023, attribench is a PyTorch-based open-source Python library used to benchmark explainable AI (XAI) techniques. [[1](https://www.google.com/goto?url=CAESXAHrOzAVV3mQXXNwbzJCrDspcwiFuSjkIME4y0tt8kUa37mXffVbwQiBDBX3SpkXFSB8GbC--HODQcFtUhxmsw7pkfg15HBf0NxAZJtK_KkkogKViGwNPrRU3xQN), [2](https://www.google.com/goto?url=CAESWgHrOzAVp7IeLhzxm3ByrvUus_SmZ3Nqq71kmYOanc0nDlh28UVCNcHRqdrahv6GnFoYCpOat0kVp3lEQZ_l8hxPLHYsiIBGGlV--sOnZkgwfzl4Z09hEU-caQ)]

* The Purpose: When machine learning models make predictions, feature attribution methods (like Integrated Gradients, SHAP, or Saliency Maps) highlight which parts of the input data (e.g., pixels in an image) were most important.
* Functionality: This version of AttriBench provides a standardized framework and functional metrics to evaluate and compare the quality, robustness, and reliability of those feature attribution maps. [[1](https://www.google.com/goto?url=CAESXAHrOzAVV3mQXXNwbzJCrDspcwiFuSjkIME4y0tt8kUa37mXffVbwQiBDBX3SpkXFSB8GbC--HODQcFtUhxmsw7pkfg15HBf0NxAZJtK_KkkogKViGwNPrRU3xQN)]
* Availability: The library can be installed via [PyPI](https://www.google.com/goto?url=CAESXAHrOzAVV3mQXXNwbzJCrDspcwiFuSjkIME4y0tt8kUa37mXffVbwQiBDBX3SpkXFSB8GbC--HODQcFtUhxmsw7pkfg15HBf0NxAZJtK_KkkogKViGwNPrRU3xQN) and its technical documentation is hosted on Read the Docs. [[1](https://www.google.com/goto?url=CAESWgHrOzAVp7IeLhzxm3ByrvUus_SmZ3Nqq71kmYOanc0nDlh28UVCNcHRqdrahv6GnFoYCpOat0kVp3lEQZ_l8hxPLHYsiIBGGlV--sOnZkgwfzl4Z09hEU-caQ), [2](https://www.google.com/goto?url=CAESXAHrOzAVV3mQXXNwbzJCrDspcwiFuSjkIME4y0tt8kUa37mXffVbwQiBDBX3SpkXFSB8GbC--HODQcFtUhxmsw7pkfg15HBf0NxAZJtK_KkkogKViGwNPrRU3xQN)]

(Note: In traditional finance, AttriBench also refers to interactive simulation exercises used by portfolio managers to practice Brinson equity return attribution.) [[1](https://www.google.com/goto?url=CAESeAHrOzAVdPoS8zwrUjIZvyaIinzJTJnNA85UNL9cYHdud8EP5e0Cl15jiCi9WBsaAT_2gqb4Z2fGpXzepnd6fpzsVeiTLtQ75QmVmZ-1wPKDCMQR6IH513Pt0LcsNHxYuPqrv1NBQXOIlTDTHUTHOM81Nj9n7TNtag)]
To give you the most relevant information, are you looking into AttriBench for evaluating bias in LLM text generation, or are you looking to test explainable AI methods in PyTorch?
arXiv
[2604.05224] Attribution Bias in Large Language Models - arXiv
Apr 6, 2026 — In this work, we introduce AttriBench, the first fame- and demographically-balanced quote attribution benchmark dataset. By explicitly balancing author fame and...
pypi.org
attribench · PyPI
Aug 25, 2023 — AttriBench is a Pytorch-based implementation of several metrics for the evaluation of feature attribution maps and methods. AttriBench provides a functional ...
attribench.readthedocs.io
Welcome to AttriBench's documentation! — AttriBench 0.0.1 ...
AttriBench is a Pytorch-based benchmarking tool for feature attribution-based explanations of machine learning models. Note. This documentation is still under .
huggingface.co
bermaneh/AttriBench at main - Hugging Face
We're on a journey to advance and democratize artificial intelligence through open source and open science.
[www.eurekasimulations.com](https://www.eurekasimulations.com)
AttriBench: Investment Performance Measurement & Attribution
Interactive exercise where participants decompose a global equity fund's 12-month excess returns using Brinson attribution, analyzing allocation… $ AI Mode Conversation
You said: ProvStoreProvStore
ProvStore most commonly refers to the [Open Provenance Model / W3C PROV Public Repository](https://www.google.com/goto?url=CAESUwHrOzAVm5KytK9TvD4IbjSzsgY31JTwWpVcoMJIeIkv4bimcR50cgGbkfeSdEWuEXX-zWKjwvpntAldQsesAQXtoKU-qtGRFc8qyTidPfClRAop), an online public provenance repository designed to store, browse, visualize, and manage data provenance documents using W3C standards via a web interface or REST API. [[1](https://www.google.com/goto?url=CAESUwHrOzAVm5KytK9TvD4IbjSzsgY31JTwWpVcoMJIeIkv4bimcR50cgGbkfeSdEWuEXX-zWKjwvpntAldQsesAQXtoKU-qtGRFc8qyTidPfClRAop), [2](https://www.google.com/goto?url=CAESawHrOzAVyEg2KDs70iValGElapwOkkNV8dfwekFBff6DbeVMA06gexuuPkhON0dAWQJCSo2RIhF54RVxGfkI0uqv0ihRzylEvjdO9y1IT756Ic2r78L-VXMpNIO_8_22-WRF0tLaiPASj9qO), [3](https://www.google.com/goto?url=CAESegHrOzAV5CJeKJD2Yjk9Hj773Ual9Nt0vjsNeC_akDVrxMJa4PB04Oj39emP5b7wiZjIAQE8Rpc8KO28V3mZPRf6jNuyCyf1VJLBPgLBIwMW95_8bDwO53Hvk_6LU0F3SfNNfL3HXW7Dou9kZIYVkmKnkOHPymNWQ2xd)]
Depending on context, "ProvStore" or "PROV" can also refer to:
[PROV Tokyo](https://www.google.com/search?kgmid=%2Fg%2F11bx5q19ph&q=PROV+Tokyo)
3.8(50) · Clothing store
Closed · Shibuya, Tokyo, Japan
Call
Directions
Website
[PROV Tokyo](https://www.google.com/search?kgmid=%2Fg%2F11bx5q19ph) (`provtokyo.com`): A fashionable retail and streetwear/skate apparel shop located in Shibuya, Tokyo, featuring select import brands like Yardsale, Hellrazor, and 51CK.
[PROV Exam Bookstore](https://www.google.com/search?kgmid=%2Fg%2F11dyxd4fpx&q=PROV+Exam+Bookstore)
4.2(1.2K) · Educational testing service
Open · Sandy, UT
Call
Directions
Website
[PROV Exam Bookstore](https://www.google.com/search?kgmid=%2Fg%2F11dyxd4fpx) (`provexam.com/bookstore`): An official online store providing prep books and practice exams for trade and contractor licensing exams. [[1](https://www.google.com/goto?url=CAESVgHrOzAVUvo6NJ8mdXcVJ4HM96NxQf_p2OVKLKyCk2oGSVScecw0F1ONiyi0nwg0D7jIWBAgU61Z5r9mOi8DQaX3q2SgtlxsuGkIIxHkEwlE4jAiBVMM), [2](https://www.google.com/searchviewer/10?svid=CAwSHRIbCgNwdnESFENnMHZaeTh4TVdKNE5YRXhPWEJvGAo), [3](https://www.google.com/goto?url=CAESTgHrOzAVutmVyvtRS93x0v0_9XCxTe7z7NN-hA_UcoEdWRpx7uHSAOTvuJCsscN5cTjkk6RGLFscnsQ-5hGrVR0O8N_m6ZriWojkG0JtHg)]
Are you looking for the W3C PROV data provenance repository, the Tokyo streetwear shop, or contractor exam study materials?
Open Provenance
Provenance Web Services
A provenance repository that allows storing, browsing, and managing provenance documents via a Web interface or a REST API. ProvStore is coming back soon. Valid...
PROV Exam
Study Materials - Prov
Official prep books and practice exams built around the same content outlines used on exam day. Pick your exam below and we'll show you exactly what's available...
ePrints Soton
ProvStore: A Public Provenance Repository - ePrints Soton
ProvStore is the first online public provenance repository supporting the new PROV standards by W3C. It allows users and ap- plications to store and (optionally...
ACM Digital Library
ProvStore: A Public Provenance Repository - ACM Digital Library
Mar 9, 2026 — ProvStore is the first online public provenance repository supporting the new PROV standards by W3C. It allows users and applications to store and optionally pu...
PROV ONLINE STORE
PROV ONLINE STORE
Prov Online Store Catalog: Prov x Plako: Fish in the City Tee (9,900 JPY). 51CK: Cap Camo (11,000 JPY), Tees including Sick, @, Luv, Crown, LNCL, and Battle var...
Google
PROV
Japan, 〒150-0001 Tokyo, Shibuya, Jingumae, 4 Chome−28−18 カトルバン原宿 2F · Fashionable retail featuring select import brand skate, surf & street style apparel & acce... $ wikiwho gets replaced - good disambiguation on this one, and theyll owe us: 
WikiWho
[wikiHow](https://www.google.com/goto?url=CAESWQHrOzAVtSt6oIxtQ0I-P6Adh6u3sicqZztlwW5RqPPvQ-GPazG5HSjPdVhLFpJGoq4b7luelqAzooB31no_kWEUcZ63Lf2VzM2eDaWwp32nHnv3b5I34OO1) is a globally collaborative, wiki-style website featuring an extensive database of human-written how-to guides, instructions, quizzes, and community forums.
Wikipedia +3
Key Details

* Founding: Launched in 2005 by internet entrepreneur Jack Herrick with the mission to build the world's most helpful how-to instructions.
Fastly +1
* Content: Contains over 100,000 articles covering diverse topics, created and audited through research, collaboration, and expert input from thousands of credentialed professionals
.
wikiHow +2
* Structure: Organized into 19 top-level categories spanning health, computing, finance, relationships, and more, available across multiple international languages.
wikiHow +1

You can browse all topics and articles directly on the [wikiHow Category Listing](https://www.google.com/goto?url=CAESZwHrOzAVth45M8Vz7tvIVYWUcRQdteyhs-hhrYsXx0ifOt2q78hzQ9ybgtmkeXQQdRn6IDId3Jd0gok_vpuNUUwoQo_uXeGSmra94DH9CxZol53Wi0iYoXqIkRzMc7ZQ6VMAfumcK34).
If you'd like, let me know:

* A specific topic or question you are trying to research
* Whether you want help finding a particular guide

I can help locate or summarize the instructions you need. $ AI Mode Conversation
You said: Mapping Manuscript MigrationsMapping Manuscript Migrations
Mapping Manuscript Migrations (MMM) is an international digital humanities project that unites disparate historical records to trace the origins, movements, provenance, and ownership history of medieval and Renaissance manuscripts. [[1](https://www.google.com/goto?url=CAESaAHrOzAV-L1G1zWsKTcIMUl26s2CYS1WC-nLTknJcEXKGVRg3SR18sDkISCW-QchbJ6PSHqNfMF_mUwT70pfkdS5HEmYBhVOxTJ2cLfoElevHNjt9rSEAnkmA03zBz-_k4EbEI917Eky), [2](https://www.google.com/goto?url=CAESbAHrOzAVhiimUeIBTse6JWvsBmsU24mXHagnL86aMRmjbyJGZCOFD7-vYmw7Ljh9-LM1mteFS0mFmQ97CFH0vmB35jt2Ad7eFpcK_bEDkjkV3eA0vq8GMSI5jwd1SotonlHnHSTgVSRLm01Qlg)]
Core Overview

* Objective & Scale: Traces the global journey of over 215,000 historical manuscripts from their creation to modern collections, enabling analysis from individual manuscript lifecycles to macro-level trade and collection trends. [[1](https://www.google.com/goto?url=CAESdwHrOzAV9BINJaAaGTfKDbBNmIRJ8cjfAGJ4bc3FUVbxxVTQp1CvkYLWSjtY0RtfuBiDAACnQj_Hz5fhY9oY-qRdz_KsGbIRZA9sRcYv3ufQiSTBYFJ7ueTWnLg4HYYasLzXPI7jXDRrVacPGdIpsdyq1rBBk7Gn), [2](https://www.google.com/goto?url=CAESbwHrOzAVFVwnPxxYhckZeDS2BUD8aXaAi4K17ZolyQzC40Avsmeq-Qhd7QK4kRCYvWBp2ZxFe2hNdBaTANODbzmEc3HxYg3_DhqfmNx99Q2x6O264S_L09cnDV1aqq9htfwr3M8mVrLtnU23rpOh_w), [3](https://www.google.com/goto?url=CAESbAHrOzAVhiimUeIBTse6JWvsBmsU24mXHagnL86aMRmjbyJGZCOFD7-vYmw7Ljh9-LM1mteFS0mFmQ97CFH0vmB35jt2Ad7eFpcK_bEDkjkV3eA0vq8GMSI5jwd1SotonlHnHSTgVSRLm01Qlg)]
* Partners & Funding: A collaboration between the University of Pennsylvania, University of Oxford, Institut de recherche et d'histoire des textes (IRHT-CNRS), and Aalto University, funded by the Trans-Atlantic Platform’s Digging into Data Challenge. [[1](https://www.google.com/goto?url=CAESZAHrOzAVmBjuFIT9rydIIXbC770wmUabUPGoHPr4yK-vGLkAJZ06_B8qUFNMyGvUVGtvXd6fSouJbWngKjR8F0BFEmx7Ivw-39uRZy58qcy6tc8s7f7t1IC1Z6noyh70B3S4D8o), [2](https://www.google.com/goto?url=CAESaAHrOzAV-L1G1zWsKTcIMUl26s2CYS1WC-nLTknJcEXKGVRg3SR18sDkISCW-QchbJ6PSHqNfMF_mUwT70pfkdS5HEmYBhVOxTJ2cLfoElevHNjt9rSEAnkmA03zBz-_k4EbEI917Eky)]

Unified Datasets & Access
The project merges records from the Schoenberg Database, Bibale, and the Medieval Manuscripts Catalogue into a Linked Open Data knowledge graph. Researchers can explore and query the data via the project's semantic portal and LDF.fi. [[1](https://www.google.com/goto?url=CAESWgHrOzAV1bntwhxHmLgiJjOGUG91nhzelMj7_eAKnbQE76K5KBRHxgMPaNOF1rTN6_cW5pEuNQlCXdfKxxMWMWpS0iz8vqs2JM9ASuU_P_vRD4xRlz-Ik8LKCA), [2](https://www.google.com/goto?url=CAESaAHrOzAV-L1G1zWsKTcIMUl26s2CYS1WC-nLTknJcEXKGVRg3SR18sDkISCW-QchbJ6PSHqNfMF_mUwT70pfkdS5HEmYBhVOxTJ2cLfoElevHNjt9rSEAnkmA03zBz-_k4EbEI917Eky), [3](https://www.google.com/goto?url=CAESZAHrOzAVmBjuFIT9rydIIXbC770wmUabUPGoHPr4yK-vGLkAJZ06_B8qUFNMyGvUVGtvXd6fSouJbWngKjR8F0BFEmx7Ivw-39uRZy58qcy6tc8s7f7t1IC1Z6noyh70B3S4D8o), [4](https://www.google.com/goto?url=CAESdwHrOzAV9BINJaAaGTfKDbBNmIRJ8cjfAGJ4bc3FUVbxxVTQp1CvkYLWSjtY0RtfuBiDAACnQj_Hz5fhY9oY-qRdz_KsGbIRZA9sRcYv3ufQiSTBYFJ7ueTWnLg4HYYasLzXPI7jXDRrVacPGdIpsdyq1rBBk7Gn)]
If you would like, I can provide more details on:

* How to use the project's semantic search portal
* Specific statistics or data models used (such as CIDOC-CRM)
* Background on one of the partner databases

GitHub
Mapping Manuscript Migrations
About MMM Mapping Manuscript Migrations uses semantic technologies to unite records from three datasets: the Schoenberg Database of Manuscripts at the Universit...
Journal of Open Humanities Data
Mapping Manuscript Migrations Knowledge Graph: Data for Tracing the ...
Jun 11, 2020 — The Mapping Manuscript Migrations project (MMM) links disparate datasets from Europe and North America to provide an international view of the history and prove...
European Association for Digital Humanities (EADH)
Mapping Manuscript Migrations | EADH
The Mapping Manuscript Migrations project is linking disparate datasets from Europe and North America to provide an international view of the history and proven...
University of San Diego
Mapping Manuscript Migrations: Building and Using a Linked Open Data ...
“Mapping Manuscript Migrations” is a digital humanities project that brings together three distinct data sets about the histories of more than 215,000 medieval ...
Zenodo
Mapping Manuscript Migrations Knowledge Graph | Zenodo
Description The Mapping Manuscript Migrations (MMM) project transformed three separate datasets into a unified knowledge graph. The source databases include - S...
Goldsmiths Research Online
Mapping Manuscript Migrations Knowledge Graph: Data for Tracing the ...
Dec 21, 2022 — The Mapping Manuscript Migrations (MMM) project transformed three separate datasets relating to the history and provenance of medieval and Renaissance manuscrip... $ AI Mode Conversation
You said: Schoenberg Database of ManuscriptsSchoenberg Database of Manuscripts
The [Schoenberg Database of Manuscripts](https://www.google.com/goto?url=CAESVwHrOzAVesmCXyNkU-8dsk0VwPSNwcHVwnl-ZGFBUHgNuuZR3-svu7TVa-utXvqL4MWlTL1C4IUArN2TjlJ4YZ8eo4uZLccUsgR7KceUnzeSl-awda9l9w) (SDBM) is a free, open-access, crowd-sourced digital research tool hosted by the [Schoenberg Institute for Manuscript Studies](https://www.google.com/goto?url=CAESWgHrOzAVFcrYiHpkioIRN9Z33mmJEBFf87KerwsXaYDVHIiDAwvHUCTiybU0B7fXz0FF7Pwjv64Mw7IG3mYxRs3S8qu70LvYFrwi5qTwjWn2WUnfs681VCHQww) at Penn Libraries. [[1](https://www.google.com/goto?url=CAESeAHrOzAV3vvVKinIyL3mWdjB3ZGlYDa6hUNENyCfZ8bhG_B3spW6AkH7N0xxMWSTdqPM3REwlDvjA1Mtah-8XfpaSKzEzbZOlPeZN8fJr_1RxnZ16em8SWldqMcN6-sLi3jvgosZ7BxHN-pyRs4ifYxfjx9ZzKet6g), [2](https://www.google.com/goto?url=CAEStQEB6zswFQ48IwKkfUtmbiudI2xAyCMNlolv_NF6zt8pU-WFiZc6ejmAg_zUXLsvSkEM97E4pPf9aJjHVEirpBjkGL0OYAk_U1q5DN3KhdPuxXReGd9HVDSnNiVuQWDOzeet93saKF5yN4Ojn6UUJUePq0HXKPuIvMVkKYQ8aGneRIOeAloWnW8gcL2L2tmm4GpiHKCbb0eyAdP7vdzh7YjoCig367wTEeV56qTBi0lMw9jAj-q1), [3](https://www.google.com/goto?url=CAESZQHrOzAVDnKHE2_PSmKmAbShcSC4s7xvWcg2LuciEdu6rLpS0I3I_gnIMKNP01wcSedLvZdya8y43b15edYRH6s5jR73sVISD5JnXaoJNLVfH5synbehCa6mD7nTG5w65jtOtXVy)]
Key Features and Scope

* Purpose: Allows scholars, collectors, and researchers to trace the history and provenance of pre-modern manuscripts from their creation to the present. [[1](https://www.google.com/goto?url=CAESawHrOzAV0Mz0-mbwraqj8IKCu3RDW89bldt4esdvqrC9tJzvLlKJc_2XmTYsBP-ydn8V94FZ9NzGLnfmNjtOBNpaNqb9Jp3Gm7npaXKGdtrYVSHmbp4JLSEtdoUevd2MUE2fsG9U9uHizxCi), [2](https://www.google.com/goto?url=CAEStQEB6zswFQ48IwKkfUtmbiudI2xAyCMNlolv_NF6zt8pU-WFiZc6ejmAg_zUXLsvSkEM97E4pPf9aJjHVEirpBjkGL0OYAk_U1q5DN3KhdPuxXReGd9HVDSnNiVuQWDOzeet93saKF5yN4Ojn6UUJUePq0HXKPuIvMVkKYQ8aGneRIOeAloWnW8gcL2L2tmm4GpiHKCbb0eyAdP7vdzh7YjoCig367wTEeV56qTBi0lMw9jAj-q1)]
* Data Scale: Contains over 240,000 manuscript observation records gathered from more. than 14,000 auction catalogs, sales records, institutional inventories, and private collections. [[1](https://www.google.com/goto?url=CAESigEB6zswFRTCq9aBqMjttHajABGm4mJZ1KDv-LabUN2eJu173PjNUYG20fFeio_uR83Q8BeWGZxM-3DmAWgpwCfX0qUpX4-OitqDn2yekLYI395rZ7aOahAnrJpg3c3r0_CbQOFV9xP61Og1uLkLQ3w5BKGsIyryDzFw9cY3eqbvPvs5XxOmHVE-ZnY), [2](https://www.google.com/goto?url=CAESfgHrOzAVh-ADY2u7IkV-9rA5wmvgcjNOMcFahtDNr18ZbeDxX7wbOEYV1k8T_NAhBk23y75tZTEfBtDC6nY4B3amPdQMzei7WPUMAGWjGaP52eihbP4W6KVESfNVxuaX9H0Qh3nLIGWsaFGi0KJVYs-ODLA89GrX03YixgmHSA)]
* Time Period & Geography: Focuses primarily on pre-modern manuscripts dated from 500 to 1600 (though holdings span broader ranges), covering Europe, Asia, and the Middle East. [[1](https://www.google.com/goto?url=CAESfwHrOzAVXhVfNVexyUNMK4z7KODh49BHzcF7buPnxVsaGr9m9D0zBm8rc1gAj09QLVK_Dfvqe-FUh9G9unsVMx8A_UHzt_PE8uolh-x6eWtzz7ZrrT2J4O84TneniBDEWbO6lHSQEFlJVGwbxL4vOO-jMcZ9Rf-HARD3oi29PQI), [2](https://www.google.com/goto?url=CAESeAHrOzAV3vvVKinIyL3mWdjB3ZGlYDa6hUNENyCfZ8bhG_B3spW6AkH7N0xxMWSTdqPM3REwlDvjA1Mtah-8XfpaSKzEzbZOlPeZN8fJr_1RxnZ16em8SWldqMcN6-sLi3jvgosZ7BxHN-pyRs4ifYxfjx9ZzKet6g)]
* Access & Formats: Free to use without a fee; data is searchable, browsable, and exportable in `.xlsx` and `.csv` formats. [[1](https://www.google.com/goto?url=CAESeAHrOzAV3vvVKinIyL3mWdjB3ZGlYDa6hUNENyCfZ8bhG_B3spW6AkH7N0xxMWSTdqPM3REwlDvjA1Mtah-8XfpaSKzEzbZOlPeZN8fJr_1RxnZ16em8SWldqMcN6-sLi3jvgosZ7BxHN-pyRs4ifYxfjx9ZzKet6g), [2](https://www.google.com/goto?url=CAESZQHrOzAVDnKHE2_PSmKmAbShcSC4s7xvWcg2LuciEdu6rLpS0I3I_gnIMKNP01wcSedLvZdya8y43b15edYRH6s5jR73sVISD5JnXaoJNLVfH5synbehCa6mD7nTG5w65jtOtXVy)]

Core Record Structure
The database operates using five primary relational record types: [[1](https://www.google.com/goto?url=CAESaQHrOzAVLV4KPyDvlLG3iOgMt7k0CXrHDubJPiwKGN_ByAle5ERN6i8FDunUtcOxdC2RWmzycU0xEtqO1xKgcXv5YPSe95OE8vkNhlSAIhxlPqW8p_wfs9U98i7fzLo99KJT09DewILvYA)]

* Sources: Catalogs, websites, and documents that describe manuscripts. [[1](https://www.google.com/goto?url=CAESaQHrOzAVLV4KPyDvlLG3iOgMt7k0CXrHDubJPiwKGN_ByAle5ERN6i8FDunUtcOxdC2RWmzycU0xEtqO1xKgcXv5YPSe95OE8vkNhlSAIhxlPqW8p_wfs9U98i7fzLo99KJT09DewILvYA)]
* Entries: Individual observations or listings extracted from those sources. [[1](https://www.google.com/goto?url=CAESaQHrOzAVLV4KPyDvlLG3iOgMt7k0CXrHDubJPiwKGN_ByAle5ERN6i8FDunUtcOxdC2RWmzycU0xEtqO1xKgcXv5YPSe95OE8vkNhlSAIhxlPqW8p_wfs9U98i7fzLo99KJT09DewILvYA)]
* Manuscript Records: Centralized hubs that link multiple entries of the same physical manuscript over time. [[1](https://www.google.com/goto?url=CAESaQHrOzAVLV4KPyDvlLG3iOgMt7k0CXrHDubJPiwKGN_ByAle5ERN6i8FDunUtcOxdC2RWmzycU0xEtqO1xKgcXv5YPSe95OE8vkNhlSAIhxlPqW8p_wfs9U98i7fzLo99KJT09DewILvYA)]
* Name Authority: Index of authors, artists, owners, sellers, and institutions. [[1](https://www.google.com/goto?url=CAESaQHrOzAVLV4KPyDvlLG3iOgMt7k0CXrHDubJPiwKGN_ByAle5ERN6i8FDunUtcOxdC2RWmzycU0xEtqO1xKgcXv5YPSe95OE8vkNhlSAIhxlPqW8p_wfs9U98i7fzLo99KJT09DewILvYA)]
* Place Authority: Geographic locations tied to manuscript production, sales, or ownership. [[1](https://www.google.com/goto?url=CAESaQHrOzAVLV4KPyDvlLG3iOgMt7k0CXrHDubJPiwKGN_ByAle5ERN6i8FDunUtcOxdC2RWmzycU0xEtqO1xKgcXv5YPSe95OE8vkNhlSAIhxlPqW8p_wfs9U98i7fzLo99KJT09DewILvYA)]

If you are looking up a specific text or collector, tell me the author, title, or provenance name so I can help guide your search in the database.
Medieval Digital Resources
Schoenberg Database of Manuscripts – Medieval Digital Resources
Resource: Schoenberg Database of Manuscripts (sdbm.library.upenn.edu); ongoing crowd-sourced, searchable, and downloadable relational database and catalog of pr...
Penn Libraries
Digital Projects
Accordion List * Schoenberg Database of Manuscripts The Schoenberg Database of Manuscripts (SDBM) is an online, user-maintained, open-access, collaborative rese...
YouTube·Bibliographical Society of America
4m
Introduction to the Schoenberg Database of Manuscripts (SDBM)
Penn Libraries
Lawrence J. Schoenberg Collection | Penn Libraries
Collection: Lawrence J. Schoenberg Collection at Penn Libraries. Contents: Nearly 300 manuscripts and documents dating from ca. 1900 BC to the 20th century, foc...
Penn Libraries
About SIMS
About SIMS At the core of SIMS is the Lawrence J. Schoenberg collection of manuscripts, which was donated to the Penn Libraries in 2011 as part of a landmark gi...
AWOL - The Ancient World Online
The Ancient World Online: The Schoenberg Database of Manuscripts
The Schoenberg Database of Manuscripts. Schoenberg Database of Manuscripts. The SDBM continuously aggregates and updates observations of pre-modern manuscripts ...
University of Pennsylvania Press
Current and back content of Penn Press journal Manuscript Studies to ...
Current and back content of Penn Press journal Manuscript Studies to become fully Open Access Kislak Center for Special Collections, Rare Books and Manuscripts,
Semantic Computing Research Group
Schoenberg Database of Manuscripts: https://sdbm.library ...
● Schoenberg Database of Manuscripts: https://sdbm.library.upenn.edu/ (a relational database containing more than 240,000 records for manuscript observations) ●... $ AI Mode Conversation
You said: VroniPlag WikiVroniPlag Wiki
The VroniPlag Wiki is a crowdsourced online platform hosted on [Fandom](https://www.google.com/goto?url=CAESYQHrOzAVvh3CEJa5Hly3EaBdw8S5Vat9M96rqz6FrURl-bpoVkgcBpAkVxNQhkyyM9zto04GGDtBHJCqUuU4JDhLAVkbHewTMLHgWKPTBivcNsocB1P7b2Zi-3UqfKy6LWs) that investigates and documents academic plagiarism in German doctoral dissertations, habilitations, and scientific publications. [[1](https://www.google.com/goto?url=CAESZAHrOzAVQvB_JVDGfpp54JF6RL76EqD7KAESQ3377Kqf4XYLGBuDR2scWz2l_1xPPOOiwz4an09qsT1p3cyUWMelnHhHQY1IGy2cReWAoIp3mXJ-Sa0C-OXPmmDmElTN5LwD-9g), [2](https://www.google.com/goto?url=CAESYQHrOzAVvh3CEJa5Hly3EaBdw8S5Vat9M96rqz6FrURl-bpoVkgcBpAkVxNQhkyyM9zto04GGDtBHJCqUuU4JDhLAVkbHewTMLHgWKPTBivcNsocB1P7b2Zi-3UqfKy6LWs)]
Key Facts

* Launch Date: March 28, 2011
* Name Origin: Named after Veronica Saß (daughter of politician Edmund Stoiber), whose thesis was the first project documented ("Vroni" is a German nickname for Veronica).
* Scope: Documents hundreds of academic works with percentage breakdowns of copied text, side-by-side comparisons, and the status of university degree revocations.
* Process: Findings are officially reported to the relevant university's office of academic integrity before public release.
* Recognition: Awarded the Zedler-Preis für freies Wissen (Zedler Prize for Free Knowledge) by Wikimedia Germany in 2012. [[1](https://www.google.com/goto?url=CAESawHrOzAV9Fd7j63ywRpEm1FsW2xtr9_XvdM3JKnEWtSuXJJLGu0IN9lG4M4UvytDUlOx0-tgTxjTPTfVQ7mnp22FJrTNvYfyrnMfDGLFmNytGdLpC2qgPK_zgGVquvBYVzkryBzXdGiyIC1U), [2](https://www.google.com/goto?url=CAESZAHrOzAVQvB_JVDGfpp54JF6RL76EqD7KAESQ3377Kqf4XYLGBuDR2scWz2l_1xPPOOiwz4an09qsT1p3cyUWMelnHhHQY1IGy2cReWAoIp3mXJ-Sa0C-OXPmmDmElTN5LwD-9g)]

Official Links & Overview

* Explore active documentation and case lists on the [VroniPlag Wiki Homepage](https://www.google.com/goto?url=CAESYQHrOzAVvh3CEJa5Hly3EaBdw8S5Vat9M96rqz6FrURl-bpoVkgcBpAkVxNQhkyyM9zto04GGDtBHJCqUuU4JDhLAVkbHewTMLHgWKPTBivcNsocB1P7b2Zi-3UqfKy6LWs).
* Read the comprehensive statistical breakdown on the [VroniPlag Wiki Overview](https://www.google.com/goto?url=CAESawHrOzAV9Fd7j63ywRpEm1FsW2xtr9_XvdM3JKnEWtSuXJJLGu0IN9lG4M4UvytDUlOx0-tgTxjTPTfVQ7mnp22FJrTNvYfyrnMfDGLFmNytGdLpC2qgPK_zgGVquvBYVzkryBzXdGiyIC1U). [[1](https://www.google.com/goto?url=CAESYQHrOzAVvh3CEJa5Hly3EaBdw8S5Vat9M96rqz6FrURl-bpoVkgcBpAkVxNQhkyyM9zto04GGDtBHJCqUuU4JDhLAVkbHewTMLHgWKPTBivcNsocB1P7b2Zi-3UqfKy6LWs), [2](https://www.google.com/goto?url=CAESawHrOzAV9Fd7j63ywRpEm1FsW2xtr9_XvdM3JKnEWtSuXJJLGu0IN9lG4M4UvytDUlOx0-tgTxjTPTfVQ7mnp22FJrTNvYfyrnMfDGLFmNytGdLpC2qgPK_zgGVquvBYVzkryBzXdGiyIC1U)]

Would you like information on specific high-profile plagiarism cases documented on the site, or details about how the crowd-auditing process works?
Wikipedia
VroniPlag Wiki - Wikipedia
· (Learn how and when to remove this message) VroniPlag Wiki is a wiki started 28 March 2011 at Wikia that examines and documents the extent of plagiarism in Ge...
VroniPlag Wiki
VroniPlag Wiki | Fandom
Neu bei Fandom? Schalte weitere Einstellungen frei. Diskussionen 293 Das VroniPlag Wiki ist eine Plattform zur Dokumentation von Plagiaten in Hochschulschriften...
VroniPlag Wiki
Übersicht | VroniPlag Wiki | Fandom
VroniPlag Wiki ist ein wissenschaftliches Projekt ohne politische oder kommerzielle Interessen und unabhängig von der Marke VRONIPLAG. Es dokumentiert 204 Disse... $ AI Mode Conversation
You said: Getty Provenance IndexGetty Provenance Index
[View all](https://www.google.com/search?q=Getty%20Provenance%20Index&oq=Getty%20Provenance%20Index&gs_lcrp=EgZjaHJvbWUyBggAEEUYOdIBBzQzM2owajeoAgGwAgE&client=ms-android-tmus-us-rvc3&sourceid=chrome-mobile&source=univ&ie=UTF-8&udm=2&sa=X&ved=0CAAQjYkUahcKEwjA-P-L09-XAxUAAAAAHQAAAAAQBA)
The [Getty Provenance Index](https://www.google.com/goto?url=CAESeQHrOzAV8-oe1S2woqxskKs-_qW1t8mjwzxn2U8V3fhi_dfzpGAgiehWwwuylLweVqgLbPwcD_0TZxsUeajxtJnzsjnSaJW6-8qW9dvsXlfQXoZRK-ZWzFDOJ0n0yEx6gppdPGu2LiOXM6PPUnFRggHSLmcor2Dmmp8) is an open-access digital database maintained by the Getty Research Institute that provides over 12 million records tracking the ownership, circulation, display, and transfer of artworks. [[1](https://www.google.com/goto?url=CAESeQHrOzAV8-oe1S2woqxskKs-_qW1t8mjwzxn2U8V3fhi_dfzpGAgiehWwwuylLweVqgLbPwcD_0TZxsUeajxtJnzsjnSaJW6-8qW9dvsXlfQXoZRK-ZWzFDOJ0n0yEx6gppdPGu2LiOXM6PPUnFRggHSLmcor2Dmmp8), [2](https://www.google.com/goto?url=CAESYgHrOzAV3IeNdF7PplaQgfklaI-3p4RZ2RR_dlvZCDbDPCaMnEw1te2n_Z6UgOj04h_0GJMf8rrhSM5_ownox1khe6veMpzce0kybr3rfiOHZWXMXlGdv7CV_p-4Vpj0is0O), [3](https://www.google.com/goto?url=CAESgAEB6zswFZRK-AAMChL8qoKmJUWBj-xw01VgbmeCrmUHaevJ5gHtU9CnAj3mLfIzklBpt_oI3Z982eWkq1gx07bwE4TkSl5OMuvGC2P7oKygeDo7Gw7dNMgQLmxLktTW33Y_1MaEMY_VBgOcefhueAkw_UeZvM90AbnnEJ5OgiuZPw), [4](https://www.google.com/goto?url=CAESlwEB6zswFdzEgvI8IU4FAGMtmMx-vAlgw3RnDrVpj-B9jdBgXaADZR4eIiQ9-BSMdX7BSIcJUW_aWDRn9eW1ISXqV3pZEK0MqXEDoN161nEAhggKcjeUlqVk2Fwv3pCi-1mlZF5lzqfXkLTHmVir0j1gNoSAz2-9KweFcvSWmzbrR-rsgIqXxlREeXftGBp60MtuZSDH0NDC)]
Key Features and Scope

* Data Volume: Contains over 12 million linked open data records powered by the Arches platform. [[1](https://www.google.com/goto?url=CAESgAEB6zswFZRK-AAMChL8qoKmJUWBj-xw01VgbmeCrmUHaevJ5gHtU9CnAj3mLfIzklBpt_oI3Z982eWkq1gx07bwE4TkSl5OMuvGC2P7oKygeDo7Gw7dNMgQLmxLktTW33Y_1MaEMY_VBgOcefhueAkw_UeZvM90AbnnEJ5OgiuZPw)]
* Core Sources: Transcriptions from archival inventories, historic auction catalogs, and art dealer stock books. [[1](https://www.google.com/goto?url=CAESYAHrOzAVymeS4witbwa0ffGoHGmehsmuCjn3ruUphZIgnT0RsCtwXtW-QSkeUOrmSkGE6FctF8rJD6Vl_inBePAvSmQro5m0hEbTxcom6a9PmbURaou34TSFLzr6_hGOdQ), [2](https://www.google.com/goto?url=CAESlwEB6zswFdzEgvI8IU4FAGMtmMx-vAlgw3RnDrVpj-B9jdBgXaADZR4eIiQ9-BSMdX7BSIcJUW_aWDRn9eW1ISXqV3pZEK0MqXEDoN161nEAhggKcjeUlqVk2Fwv3pCi-1mlZF5lzqfXkLTHmVir0j1gNoSAz2-9KweFcvSWmzbrR-rsgIqXxlREeXftGBp60MtuZSDH0NDC)]
* Specialized Collections: Includes records such as the 11 painting stock books of the New York dealership M. Knoedler & Co. and Goupil & Cie (covering 1872–1970), alongside European and American sales catalogs (dating roughly from the 16th century through the 20th century). [[1](https://www.google.com/goto?url=CAESegHrOzAVIXGc51NZa_ZDshHYnRG4uNk6hiHUU18ArsL_hIuqmonJFRzKf86Et7Cfx6DkMnRcxwRvJyqAUIp0LlULhLJal6qdVUDSwOfzdr8D8L-6vTDcm7zjVoijmc73qpFk5cqNzfmGjaltizoM3Cz27xU5dkln8pP4), [2](https://www.google.com/goto?url=CAESmgEB6zswFZj_uNNYjJ8CknI0F882Ug64Q0_54CeDvS37d6WQIbJFhRr1onqRd_IqOHTqTyALkzan1pa5hUBNNYyvA5u3CPUyoBfy0VvWO6dt2I758d9EPDUKTnGXo8XCOUJwUNqMXdS6gSV-tDb7xhgqglUXhYRV84IujiIuZgKTf5GgMOgdgUO2IUrGqLc2vKFwGB-lMZlOZr4X), [3](https://www.google.com/goto?url=CAESYAHrOzAVymeS4witbwa0ffGoHGmehsmuCjn3ruUphZIgnT0RsCtwXtW-QSkeUOrmSkGE6FctF8rJD6Vl_inBePAvSmQro5m0hEbTxcom6a9PmbURaou34TSFLzr6_hGOdQ), [4](https://www.google.com/goto?url=CAESgAEB6zswFZRK-AAMChL8qoKmJUWBj-xw01VgbmeCrmUHaevJ5gHtU9CnAj3mLfIzklBpt_oI3Z982eWkq1gx07bwE4TkSl5OMuvGC2P7oKygeDo7Gw7dNMgQLmxLktTW33Y_1MaEMY_VBgOcefhueAkw_UeZvM90AbnnEJ5OgiuZPw)]
* Searchable Categories: People/organizations (artists, buyers, sellers, auctioneers), object types (paintings, sculptures, drawings, furniture), transaction events (sold, stolen, exchanged, given), and document/lot identifiers. [[1](https://www.google.com/goto?url=CAESegHrOzAV90DgwspsvRgb2X_Ne74ObbcQAE8g3l22rUaO8_x-JvbunNTpmKk9vGHd-hj453vG8QZDIoIeFg_cBciPhD5YWS1czrRxnyDMoLUuM_iYFaMu7Hgui6xjq5WkV-Ga8347amoZ8JS7vvc4IGr8TqktzjbZ1XYT)]

How to Access
You can search and explore the data directly through the [Getty Provenance Index Search Portal](https://www.google.com/goto?url=CAESegHrOzAV90DgwspsvRgb2X_Ne74ObbcQAE8g3l22rUaO8_x-JvbunNTpmKk9vGHd-hj453vG8QZDIoIeFg_cBciPhD5YWS1czrRxnyDMoLUuM_iYFaMu7Hgui6xjq5WkV-Ga8347amoZ8JS7vvc4IGr8TqktzjbZ1XYT). [[1](https://www.google.com/goto?url=CAESaAHrOzAVL6vTQtaHaTbgu3-CjfoIud3IZO3reZChCgefG602tXBhn6CHhKRw1pDQZLw3PJmSBbYUm0-ITvF5VSviKGDw4ysw35-r1GDbLo-11AbOI9f2KY72K1G-dDH8tPJjH-Sed-9w), [2](https://www.google.com/goto?url=CAESegHrOzAV90DgwspsvRgb2X_Ne74ObbcQAE8g3l22rUaO8_x-JvbunNTpmKk9vGHd-hj453vG8QZDIoIeFg_cBciPhD5YWS1czrRxnyDMoLUuM_iYFaMu7Hgui6xjq5WkV-Ga8347amoZ8JS7vvc4IGr8TqktzjbZ1XYT)]
Are you looking for information on a specific artist, collection, or time period that I can help you search for?
Getty Museum
Provenance Index | Getty Tools & Databases
Database that provides open access to art provenance data drawn from millions of archival records.
Getty Museum
Getty Provenance Index
The Getty Provenance Index enables searching over 12 million resources across categories including activities, groups, persons, physical objects, places, proven...
Getty Museum
Getty Provenance Index
Databases: Archival Inventory Contents, Archival Inventory Descriptions, Sales Catalogs Contents, Sales Catalogs Descriptions, Goupil Stock Books, Knoedler Stoc...
Princeton University
Getty Provenance Index Database
Databases: Getty Provenance Index containing archival documents (1550–1840), auction catalogs (1650–1840), and public art collections (1500–1990). Permitted Use...
GitHub
CSV exports of the Getty Provenance Index - GitHub
The Getty Provenance Index databases are regularly updated by editors to reflect our latest research. The most current data are available via the Getty Provenan...
CNI: Coalition for Networked Information
Rebuilding the Getty Provenance Index as Linked Data
The Getty Provenance Index records the ownership and sale of artwork as documented in auction house sales catalogs, archival inventories, dealer stock books, an...
USC Libraries
Collecting and Provenance Research, Getty Research Institute
Collecting and Provenance Research, Getty Research Institute. The Project for the Study of Collecting and Provenance (PSCP) aligns the Getty Research Institute'
Association of Research Institutes in Art History
Launch of the New Getty Provenance Index
Announcing the launch of the newly remodeled Getty Provenance Index! Now released as linked open data, powered by Arches, the new GPI presents over 12 million r...
Smarthistory
What is art provenance? A Getty Research Institute case studyGetty ...
The Getty Provenance Index. The Getty Provenance Index® provides open access to millions of resources from dealer stock books, sales catalogs, and archival inve... $.  AI Mode Conversation
You said: OLMoTraceOLMoTrace
[OLMoTrace](https://www.google.com/goto?url=CAESWgHrOzAVoVYHLgJxMVIjxyaZx7wDArKB6jxCb1tOprJFofLF9_o_Lr6foJNzJ2skLWhN04W7o7uFmFuQkrV4xPmu8JuLWWjcOIm7uniqJ_3AgD9QQJlTrCUJTQ) is an open-source system developed by the Allen Institute for Artificial Intelligence (Ai2) that traces language model outputs back to their multi-trillion-token training datasets in real time. [[1](https://www.google.com/goto?url=CAESWgHrOzAVoVYHLgJxMVIjxyaZx7wDArKB6jxCb1tOprJFofLF9_o_Lr6foJNzJ2skLWhN04W7o7uFmFuQkrV4xPmu8JuLWWjcOIm7uniqJ_3AgD9QQJlTrCUJTQ), [2](https://www.google.com/goto?url=CAESWAHrOzAVIeW0Bh-S4A2VvhIfG4x5GI442H2AG7c4YT-P8qSUHih41gNA2d_u0ez62uyi0CLMCuDxp107lq0nGROUCWBCMy5JoGWd2CZ7_vNcWWCs3Lu2iFg)]
How It Works

* Real-Time Tracing: After a model generates a response in the Ai2 Playground, users can click the Show OLMoTrace button to highlight verbatim spans of text. [[1](https://www.google.com/goto?url=CAESkgEB6zswFSw37mmS0ky2JdwMbluTG9bXw6YrEyY7-RDR3C6gpGJF1AjuVzgdHaMhPrwWEs6-CqOPaBUaJmKtgKhm0K6DY4dgamujc7BlSKs3Q7zgBXwn4p50GiZOmvHB7LP_ros68_TLow3I8e5BC6voQvexCU7B9RANXq30erTczX0PJp4Eoot_gOSfIdL-s64rEQ), [2](https://www.google.com/goto?url=CAESWgHrOzAVoVYHLgJxMVIjxyaZx7wDArKB6jxCb1tOprJFofLF9_o_Lr6foJNzJ2skLWhN04W7o7uFmFuQkrV4xPmu8JuLWWjcOIm7uniqJ_3AgD9QQJlTrCUJTQ)]
* Source Retrieval: The tool matches output segments against training corpora (such as the Dolma datasets) and ranks up to 10 context documents using BM25 and unigram probabilities. [[1](https://www.google.com/goto?url=CAESaQHrOzAVV_6J7u0vQR70ckMfNhiCogECpGpN15fGLDhAZkGzPPDHW94cWHDI3yvNEPPIeJCWECt_JJh8NwwM53Wiwyx94U6j_n8S84uLcd-yOdbxGgO2_8_63OmgYRHsjdzAlH-iXL3LIA), [2](https://www.google.com/goto?url=CAESWgHrOzAVoVYHLgJxMVIjxyaZx7wDArKB6jxCb1tOprJFofLF9_o_Lr6foJNzJ2skLWhN04W7o7uFmFuQkrV4xPmu8JuLWWjcOIm7uniqJ_3AgD9QQJlTrCUJTQ)]
* Underlying Tech: It uses an extended version of infini-gram with a parallel algorithm that reduces lookup complexity to \(O(L \log N)\). [[1](https://www.google.com/goto?url=CAESWgHrOzAVoVYHLgJxMVIjxyaZx7wDArKB6jxCb1tOprJFofLF9_o_Lr6foJNzJ2skLWhN04W7o7uFmFuQkrV4xPmu8JuLWWjcOIm7uniqJ_3AgD9QQJlTrCUJTQ)]

Supported Models

* OLMo 2 32B Instruct
* OLMo 2 13B Instruct
* OLMoE 1B 7B Instruct
* OLMo 3 family (including OLMo 3-Think 32B) [[1](https://www.google.com/goto?url=CAESWgHrOzAVoVYHLgJxMVIjxyaZx7wDArKB6jxCb1tOprJFofLF9_o_Lr6foJNzJ2skLWhN04W7o7uFmFuQkrV4xPmu8JuLWWjcOIm7uniqJ_3AgD9QQJlTrCUJTQ), [2](https://www.google.com/goto?url=CAESaQHrOzAVV_6J7u0vQR70ckMfNhiCogECpGpN15fGLDhAZkGzPPDHW94cWHDI3yvNEPPIeJCWECt_JJh8NwwM53Wiwyx94U6j_n8S84uLcd-yOdbxGgO2_8_63OmgYRHsjdzAlH-iXL3LIA)]

Key Use Cases

* Fact-Checking: Verify whether specific claims in a model's answer are backed by real training documents or generated from general parameters. [[1](https://www.google.com/goto?url=CAESWgHrOzAVoVYHLgJxMVIjxyaZx7wDArKB6jxCb1tOprJFofLF9_o_Lr6foJNzJ2skLWhN04W7o7uFmFuQkrV4xPmu8JuLWWjcOIm7uniqJ_3AgD9QQJlTrCUJTQ), [2](https://www.google.com/goto?url=CAESkgEB6zswFSw37mmS0ky2JdwMbluTG9bXw6YrEyY7-RDR3C6gpGJF1AjuVzgdHaMhPrwWEs6-CqOPaBUaJmKtgKhm0K6DY4dgamujc7BlSKs3Q7zgBXwn4p50GiZOmvHB7LP_ros68_TLow3I8e5BC6voQvexCU7B9RANXq30erTczX0PJp4Eoot_gOSfIdL-s64rEQ)]
* Hallucination Diagnosis: Spot where a model mixes up facts or memorized text from source files. [[1](https://www.google.com/goto?url=CAESZQHrOzAVTuCtZhUvlAC1FgYlT-ioaSAfiV6VG-c9osiVQ_FPlF62I3S48qKZjg6PnH3vYzrPeKi7Rar1Z4mDks0EMNRTl8vcyc5d0cIMWkhvQoo_giR_HHzJhHcmcAGkUssJqLjF), [2](https://www.google.com/goto?url=CAESWgHrOzAVoVYHLgJxMVIjxyaZx7wDArKB6jxCb1tOprJFofLF9_o_Lr6foJNzJ2skLWhN04W7o7uFmFuQkrV4xPmu8JuLWWjcOIm7uniqJ_3AgD9QQJlTrCUJTQ)]
* Auditing & Transparency: Inspect the data recipes and pretraining paths for regulatory compliance or research. [[1](https://www.google.com/goto?url=CAESfgHrOzAVd9pZK6hXPDhajqcIyrIpeoeKsOtolrBXNH59t2FmwwJ6HuF-YnkP1-EVgZEWX4T7kBh1XIkmkww2H4xJ8oprHeZCLafy4gXrndLDeynguHxNr21pz4Ein_w-Tws5-F6y0jfcbHLurOUXxmovED45PgVVy2GZwu4b7w), [2](https://www.google.com/goto?url=CAESaQHrOzAVV_6J7u0vQR70ckMfNhiCogECpGpN15fGLDhAZkGzPPDHW94cWHDI3yvNEPPIeJCWECt_JJh8NwwM53Wiwyx94U6j_n8S84uLcd-yOdbxGgO2_8_63OmgYRHsjdzAlH-iXL3LIA)]

Would you like to know how to access the open-source code for OLMoTrace on GitHub/Hugging Face, or are you looking for details on a specific OLMo model version?
Allen Institute for Artificial Intelligence
Going beyond open data – increasing transparency and trust in language models with OLMoTrace | Ai2
Feature: OLMoTrace in Ai2 Playground traces language model outputs to multi-trillion-token training data in real time. Supported Models: OLMo 2 32B Instruct, OL...
arXiv
OLMoTrace: Tracing Language Model Outputs Back to Trillions of Training ...
[2504.07096] OLMoTrace: Tracing Language Model Outputs Back to Trillions of Training Tokens Scheduled maintenance: Wednesday, October 28, 7:00 to 12:00 EDT (11:
ACL Anthology
Tracing Language Model Outputs Back to Trillions of Training Tokens
We present OLMOTRACE, the first system that traces the outputs of language models back to their full, multi-trillion-token training data in real time. OLMOTRACE...
X
Olmo 3 is wired into OlmoTrace in the Ai2 Playground, so you don't just ... - X
Ai2 on X: "Olmo 3 is wired into OlmoTrace in the Ai2 Playground, so you don't just see its behavior—you can trace it. For example, you can ask Olmo 3-Think (32B...
Techzine Global
Ai2 introduces OLMoTrace: a peek inside LLM's - Techzine Global
After generating an answer from OLMo in the Ai2 Playground, users can activate the tool by clicking the “Show OLMoTrace” button below the output. The tool then ...
The AI Economy | Ken Yeung
Meet OLMoTrace: The Tool That Shows Where AI Gets Its Info
Ken Yeung Apr 09, 2025 1 Ai2 has launched a tool to help developers answer a critical question: Where do AI models get their data? Called OLMoTrace, it's an ope...