Pith. sign in

Paper Citation Record · LEDGER

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

As of 16 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 2026-08-16T06:30:59.297886+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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.429030Z digest=sha256:8c08b34093c648be3759348de8637d33b8b50e1cfd07fd932946ccbc27cb321a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.441372Z digest=sha256:fb3ab556fb9ee31edd2a9c8a50269db1463632d36fa5e1c5e0386e134d84672f

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.

source=pdf_text observed=2026-08-07T11:46:58.449792Z digest=sha256:ed216e774268311931f8708065a17e3b5d0b3a8e92b5f02547bf0c3d4a02d306

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.

source=pdf_text observed=2026-08-07T11:46:58.460253Z digest=sha256:bc4f02c650777872825cb54419a22824ec9ec0d6fca362f69b0f7cc0424c8c84

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.

source=pdf_text observed=2026-08-07T11:46:58.467724Z digest=sha256:f1664bb9d78845d3100d3a5ed44426963ba95e5ba86a2c86194a1915d3c33e50

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.

source=pdf_text observed=2026-08-07T11:46:58.474973Z digest=sha256:cc30476d2199736f5ad7c05b1d6ce724df61c2154d3dc1896c9a2a49870aad42

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.494969Z digest=sha256:6e441899bd81d559185258054bf559645a7f3bfa75038349e1d5ac701238e6f1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.512354Z digest=sha256:8a7096a826fbbaca6e7bc50b584fdd48d45422e027ad55240742f817d907abd8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.524306Z digest=sha256:cfdb6c58376c4e49ffc2d4d6e2398fda72514dbfdc360c8022a464afcc564472

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.556104Z digest=sha256:7100dd5059b6a9c839615e71486c94ef5399904c391ae5736aa09186d64bc3d8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.563804Z digest=sha256:a296642c88c1d23cad354af63d8e644b0276d2e1ae1f6f3093d0da5a9875b01d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.577497Z digest=sha256:9688b26ebb92d53ac036107415bd541ad67ba54c83e314b6b9435bae83a617df

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.586869Z digest=sha256:06f02ac533f3a4836bb24a3c35c2d028b79c818f83abe869415269815607b40a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.595433Z digest=sha256:de56a80325c1453e47f8a738102df562191863ad2d28138777c5d329982ae3f8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.609831Z digest=sha256:16109ee92daba0704e353298efe83b5088e682ad652ef8ad997dd2dea9648749

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.

source=pdf_text observed=2026-08-07T11:46:58.604053Z digest=sha256:985a6bc41d8d6b6babff89de6858a9551bfc6356a0dd3753cca0bbcb411ead36

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.627307Z digest=sha256:2dc4438e8367d3308b364aa50e6ccc35d36f761191a05a3e568c883047200334

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.618963Z digest=sha256:2d95bb8b2b2e47d804282186b4cc709dcb53c4abf9450938b41679fb702ddd39

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.653384Z digest=sha256:d141a2367ed54ad4f8a9b49af77b30ad564530f7911bf78ad054b8dd1c336fd2

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.663583Z digest=sha256:bb2c361e3f6bb402695ad698397de81c450207534aa703babafa7d86ac41d6e8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.645953Z digest=sha256:74b89d86e08a6293bfa1f7a4870f61e5cf3aca6bf408814c19eff3bc70b3f921

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.

source=pdf_text observed=2026-08-07T11:46:58.704703Z digest=sha256:fcd263d44fea84c3c8f1853b90ba2f8ec48581a0dab6a10a380c3bc6354904cc

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.748963Z digest=sha256:351c64cbb195b9f167a85b29c0966656934f2089ca0ba9047add89e2eee7bd6b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.672646Z digest=sha256:0d0d3465ef7b3ad82458f7a1fe175f68112660ed17b48342d328f06f5410562e

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.

source=pdf_text observed=2026-08-07T11:46:58.847389Z digest=sha256:f4b605451ed3b7940202b118a0d2ee245ba9c3d99bc144996dd832ec2cff3aa6

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.

source=pdf_text observed=2026-08-07T11:46:58.899936Z digest=sha256:0be37a6e2e37e2e6243e43ac0b5c045d1c4c24913231c526bb45e1f9b8c03e8f

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.784916Z digest=sha256:fd26cf8b73d2f3f499dc0719f2d922f5c1dbc88370a3db994189877743756255

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.968846Z digest=sha256:54c9b7527212820c5e4d776fd83faacf303788a36b613abe4032591abc945141

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.

source=pdf_text observed=2026-08-07T11:46:58.934226Z digest=sha256:fd7bdcf751fb061bd38aeb1f4c1325c90ef87d15d8dfef3a98bffddc97a2b24d

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.068256Z digest=sha256:2bf8c9147295b61cbe789233af57258dfd154896825d5a11da8e1f1ceccf1d75

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.112225Z digest=sha256:2b6d1602e9d06485eb915f19fe62ccdf56ec9ce70d53f3d24770d187f3acea0b

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.030976Z digest=sha256:37e13f7731bcaa24f3b6f8c1edccabe1490f20ef0d7ef17ab1d20f1facbfc534

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.

source=pdf_text observed=2026-08-07T11:46:59.179580Z digest=sha256:552b6dad9a236e9c8b92ae945d1da763fbd21106b2d0cf9ec284c55344d0192c

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.259912Z digest=sha256:590bf000f0ae0414bdc32602b5f0455dd67d8e567d67ac0b1e1aac6ac6943c85

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.145437Z digest=sha256:a98a63452fb6bf22432dab08e7f0cc934760ee70c58894eade3e00c9136751ae

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.337876Z digest=sha256:3ae99a76156851f4584cfc9b62b6cb475390e027f2635e0d31110b1d1b3ca30e

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.

source=pdf_text observed=2026-08-07T11:46:59.381077Z digest=sha256:8ce73c8072ff55b166f8c89308162c914ed543814ae2aa6767e9eb8eec30a349

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.416925Z digest=sha256:c11ef3e404fe424dda7d2927d35dd447db14adb8ffba60938d446e10e618c0ae

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.294138Z digest=sha256:adaff1e6e6cd925bd76ca4d4ccfb581cc637813a948c681267e5db0419d3ab09

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.

source=pdf_text observed=2026-08-07T11:46:59.523270Z digest=sha256:0f0bf4a5e2ca869028b402670b8e9cf7975e568b408b8c16e00aa6aaaafb4db0

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.557314Z digest=sha256:8931b90a423a05ec91eba15f48891069c4d92365436cf5f97cd2152a8bc2ff58

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.

source=pdf_text observed=2026-08-07T11:46:59.602831Z digest=sha256:63172e67e80da43f55a7f951a9785921765e69eff33fb68f80970b103ac9755b

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.

source=pdf_text observed=2026-08-07T11:46:59.452406Z digest=sha256:528ba86c5666d25fe228f0097ba576099a58d462bc7daf5476bc474b97229391

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.487142Z digest=sha256:881ae1769f978b624d7db4ac72dedc772157284b8f3449265ca927f9d4c99333

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.

source=pdf_text observed=2026-08-07T11:46:59.717677Z digest=sha256:d86ab25f102a04133215d5219e132416357b88b40b9d0deb38bd6c00b04a313a

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.771458Z digest=sha256:046b5d004a43bbd60cb9488ac06f06b304f8d2ae1431673fa58f85e17db68fa1

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.815686Z digest=sha256:59afa4752743da759e4419f0c17afbd3d93ae40400005e054f407f88a05ab203

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.648785Z digest=sha256:3596cff7a91eb89cf95bc89f039dd7183810a367fafd3387cd64c3d87fe7cc0e

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.684823Z digest=sha256:73f1a76fe63f848e7ab08ed181a0ad600b06ae0397cedc45fc31bc69d47049c8

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.861597Z digest=sha256:ee7e9e339aba8951ccb67b5d4cfdf629130e92fbba65c09ca303be072c2fdf89

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.897191Z digest=sha256:0a109803d0d800181ffb836ac5820cff6e2010bcb8edef84f25aa3950c592f42

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:59.222660Z digest=sha256:d7c328f5cda959f89d3dc58599c7806cabf4f33879167a1ed609d62d9e19c59e

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.

source=pdf_text observed=2026-08-07T11:46:58.535239Z digest=sha256:4886d2b20191d47a3e14016a734100a469f9962c6c6e89f31f0e985f5e666123

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-08-07T11:46:58.635384Z digest=sha256:c67edfcc713347b966049b62a39704883a9ab28c8e0a49bef8f6667b3f53a2a3

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-16T06:02:14.073712Z digest=sha256:9b3bd56e99c2589969db534e7753497f7b0ba00e1b566242e7bddbba3d3c353e

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 2026-08-16T06:30:59.297886+00:00.

source=arxiv_source observed=2026-05-10T18:42:40.250417Z digest=sha256:c6eb503301a857070e08708c05ee363eda43589f630398e1cd692cc07d1feba6

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 2026-08-16T06:30:59.297886+00:00.

source=pdf_text observed=2026-05-09T15:03:09.166127Z digest=sha256:175c57555b4dcebffa45213486034473174a463b18884d8fbd6a3c3798e29240