Paper Citation Record · LEDGER

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents

As of 9 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 3 inbound Pith citation observations for arXiv:2506.01520.

A citation records a reference. It does not transfer a finding from one paper to another.

pith.paper-citation-record.v1
2506.01520 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:46:59.897191Z

measured 57 of 57 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 3 of 3 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-16T06:02:14.073712Z

measured 1 of 1 external citation measurements

A source-named dated measurement, never combined with another source.

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

54 of 54 outbound references displayed

verified exact0
verified fuzzy7
unresolved47
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 95fd6897-39c2-40cb-ae56-0791878ccba9 · outbound

This paper cites Menick, Sebastian Borgeaud, Andy Brock, Aida Nematzadeh, Sahand Sharifzadeh, Mikolaj Binkowski, Ricardo Bar- reira, Oriol Vinyals, Andrew Zisserman, and Karén Simonyan.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Menick, Sebastian Borgeaud, Andy Brock, Aida Nematzadeh, Sahand Sharifzadeh, Mikolaj Binkowski, Ricardo Bar- reira, Oriol Vinyals, Andrew Zisserman, and Karén Simonyan

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:48:04.376931Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7cb9c0e7-8614-428d-af60-d0f4cbdf5d2d · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.355397Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 39e9769f-bdfb-4137-a9ea-c04fdac687e2 · outbound

This paper cites Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Qwen-VL: A Versatile Vision-Language Model for Understanding, Localization, Text Reading, and Beyond

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.449792Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ce6cf0b-a334-430b-9086-653857e5b534 · outbound

This paper cites Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Windows Agent Arena: Evaluating Multi-Modal OS Agents at Scale

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.460253Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5dc6fcff-27bf-4b8e-bf0a-4fa3593a91d8 · outbound

This paper cites AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents AMEX: Android Multi-annotation Expo Dataset for Mobile GUI Agents

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.467724Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3a9f68bc-1db6-47c6-bb7c-e4f12a0473a2 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.474973Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c18d81b1-38ef-4710-ae71-a27775fce199 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 7

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.333805Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 00e54df7-a866-4252-8a5a-1d5667feb0e0 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 8

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.312286Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0db4eed9-a58f-4104-91d0-d407c7d8cc94 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 9

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.292659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1769c3f2-d65c-4af7-b5e4-b2a4cffbce62 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 10

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:48:04.265724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ee6e4f18-82f7-407e-abcd-7fd4586ee90e · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:52.230164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation c4cde1aa-8731-4e6a-ac42-2eab3e2ae9b2 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 12

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:52.157191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d81bd82f-3758-4df9-bf95-50231cfce9f2 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 13

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:52.043197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 77bca833-5e71-4b51-8155-465f05b04a52 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 14

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:51.986811Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 7e5aa54f-0b6f-444f-afbc-6ebdf2533466 · outbound

This paper cites Lillicrap.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Lillicrap

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:47:51.906202Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f3fa9bb2-8cd1-4775-aecc-281a1133c9bb · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.604053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4c898309-a10b-4b68-aff2-92c318d2bb38 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 17

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:51.782969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a2c6c8cb-5ace-46fc-9648-644a0c27e387 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:51.836616Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 0bf860e9-1f41-4898-b407-86c03d515d22 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:51.215049Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation ae4d84c5-7559-486e-8c17-d5dfa380638c · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 20

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:51.044076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 3f866535-f834-42a0-bade-1230c6d0437c · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 21

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:51.430876Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 360fda69-e337-43f1-8982-249ddb5c9bf0 · outbound

This paper cites VideoChat: Chat-Centric Video Understanding.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents VideoChat: Chat-Centric Video Understanding

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.704703Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5fcfeb61-5eb0-44b6-9587-eadfcd8ec461 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 23

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:50.847066Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e63e9bde-cb5f-42da-a421-8dc00aad03c4 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 24

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:50.914508Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 83f09b93-eeb1-430f-805f-3e617aa04a62 · outbound

This paper cites GPT-4 Technical Report.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents GPT-4 Technical Report

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.847389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bc0fa93a-8171-4699-acc2-e9835177889d · outbound

This paper cites GPT-4o System Card.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents GPT-4o System Card

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.899936Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation beec347b-c918-4c8f-8f99-277ba073ce09 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 27

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:50.718700Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2557c8f8-de30-430e-9895-2a03dce6e235 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 28

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:50.630801Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 75f9d4bd-5424-440e-952f-e2aa47b6475b · outbound

This paper cites WebCanvas: Benchmarking Web Agents in Online Environments.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents WebCanvas: Benchmarking Web Agents in Online Environments

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.934226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 563cf421-7bbe-4860-bd95-cb90fbe53c86 · outbound

This paper cites Lillicrap.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Lillicrap

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:47:50.455175Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 85b1c36f-6f54-46be-80d4-d9cf282fe4b6 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 32

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:50.356271Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 828bab67-8c55-46d0-8780-1827004e9949 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 33

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:50.552605Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation b5c64ce4-1efd-495c-b956-1ddb56cb7dbf · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:59.179580Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1d12f2aa-f2c7-45ff-8552-dc8787b43021 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 35

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:50.010949Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6754753b-73c2-4d91-804f-d1e8fbc2ad60 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:50.267724Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation cbeaa4c2-40cf-4e72-bb25-809cfa898ce5 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 37

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:49.750926Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation d5998fa3-7f27-4fc8-afde-bc9a6f295a21 · outbound

This paper cites Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Qwen2-VL: Enhancing Vision-Language Model's Perception of the World at Any Resolution

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:59.381077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58fbedca-91d3-4222-9141-941746a5b6a5 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 39

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:49.640207Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation fc05085d-b166-438e-b01e-f981a7b66521 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 40

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:49.885167Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 1251e431-f4e5-42e5-85d8-d6f1f607fc33 · outbound

This paper cites MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents MM-REACT: Prompting ChatGPT for Multimodal Reasoning and Action

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:59.523270Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1ae758ee-d9eb-4d1a-82ac-844e3ffa475f · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 42

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:00.718475Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 468424e0-8ff4-4943-8c39-ad7b5183f719 · outbound

This paper cites Large Language Model-Brained GUI Agents: A Survey.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Large Language Model-Brained GUI Agents: A Survey

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:59.602831Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2780de58-0651-4e60-b3a7-0fc04287f1cb · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:59.452406Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 494622db-c1df-40c1-8b96-6d22dec5a1c5 · outbound

This paper cites InProceedings of NeurIPS.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents InProceedings of NeurIPS

Reference 45

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:47:00.815922Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 05da360d-ea32-484f-aa85-7713286d6a9f · outbound

This paper cites GUI Testing Arena: A Unified Benchmark for Advancing Autonomous GUI Testing Agent.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents GUI Testing Arena: A Unified Benchmark for Advancing Autonomous GUI Testing Agent

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:59.717677Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07276a86-b14f-4a64-aabc-eb189a742cde · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 47

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:00.483306Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f4c76a3a-6034-4b2b-a050-426691d57b04 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 48

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:00.394476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 2998d157-3898-4c63-a845-630ece4d5785 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 49

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:00.650910Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a82dd7c2-8bd1-48e0-bfc0-1522ea64a8d8 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 50

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:00.582803Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation f13ed2f9-9b89-4821-a75b-22162ad8d353 · outbound

This paper cites an unresolved cited work.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:47:00.324077Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a1ecf8ed-d2df-41ee-a6e2-10016973ec30 · outbound

This paper cites Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Xu, Hao Zhu, Xuhui Zhou, Robert Lo, Abishek Sridhar, Xianyi Cheng, Tianyue Ou, Yonatan Bisk, Daniel Fried, Uri Alon, and Graham Neubig

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:47:00.245053Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 6fa15dea-07b1-446c-824d-405508bc1672 · outbound

This paper cites In Proceedings of ICML.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents In Proceedings of ICML

Reference 2017

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:47:50.148231Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation e1751a31-5464-4c20-a030-82976d0e83c8 · outbound

This paper cites Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents Shikra: Unleashing Multimodal LLM's Referential Dialogue Magic

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T11:46:58.535239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8d84edf9-0331-48f4-8d7b-21450785312b · outbound

This paper cites InProceedings of ACL.

FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents InProceedings of ACL

Reference 2024

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:47:51.594653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Pith citing papers

Observation febc7449-8c0e-43ff-83bf-f3f15c02a4bc · inbound

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements cites this paper.

WebTestPilot: Agentic End-to-End Web Testing against Natural Language Specification by Inferring Oracles with Symbolized GUI Elements FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents

Reference 31

Resolution: verified exact; arxiv_id, observed 2026-05-16T06:02:24.871282Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 4b89f273-f45f-4c8b-aa63-8bd5f8891715 · inbound

ANX: Protocol-First Design for AI Agent Interaction with a Supporting 3EX Decoupled Architecture cites this paper.

ANX: Protocol-First Design for AI Agent Interaction with a Supporting 3EX Decoupled Architecture FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents

Reference 11

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:05:49.923068Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation 8204382d-e20d-4494-bc87-8a73ac4a58bd · inbound

EO-Gym: A Multimodal, Interactive Environment for Earth Observation Agents cites this paper.

EO-Gym: A Multimodal, Interactive Environment for Earth Observation Agents FormFactory: An Interactive Benchmarking Suite for Multimodal Form-Filling Agents

Reference 34

Resolution: verified exact; arxiv_id, observed 2026-05-09T22:13:58.290855Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.