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Paper Citation Record · LEDGER

ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

As of 3 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 22 inbound Pith citation observations for arXiv:2502.09696.

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

pith.paper-citation-record.v1
2502.09696 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 22 of 22 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-03T06:30:56.289259+00:00

measured 22 of 22 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-01T02:55:23.411003Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-04T08:49:41.640745Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
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  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation d3d2f3e0-0ea2-4655-82f3-ded6840c9ba8 · inbound

R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization cites this paper.

R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 24

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-16T00:19:20.462455Z digest=sha256:a0f16b33f2386a14c1ed3d265e4dc19d33b169ef8e56392d37119e93e74b8bc5

Observation 34766d48-582d-4b35-a054-ef7c618cf600 · inbound

SCAN: Structured Capability Assessment and Navigation for LLMs cites this paper.

SCAN: Structured Capability Assessment and Navigation for LLMs ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 4

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verified exact
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-22T16:11:36.613334Z digest=sha256:c1077f4847977d28481d5622a3efc3caa2d1404e1d31e9f55260e09bdaf13756

Observation e3f32080-9df0-49f2-8ed2-11638ecb1d4e · inbound

Seed1.5-VL Technical Report cites this paper.

Seed1.5-VL Technical Report ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 114

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-11T05:26:04.960844Z digest=sha256:21f1f089b632a77b6c4f05ac1de19befbd3e791f818a32b53930f582338d8a1d

Observation 72ce693f-81b5-4041-8af2-6027aa1b2613 · inbound

GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning cites this paper.

GLM-4.5V and GLM-4.1V-Thinking: Towards Versatile Multimodal Reasoning with Scalable Reinforcement Learning ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 39

Resolution
verified exact
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-11T04:48:26.355351Z digest=sha256:746c44650b254ef99382820b0e457ca1e91baa3a649a4325bc5511d246e490ae

Observation 1e5d77b1-ae26-4692-935b-c591748238e0 · inbound

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities cites this paper.

Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 70

Resolution
verified exact
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-05-19T05:48:02.828938Z digest=sha256:46f4f146da57c7814458f1b372619bca55d7f8b5e16c062284e4c422e3b31d55

Observation f6b1e8b0-932f-4649-a42a-c00b089b2f09 · inbound

Kimi K2.5: Visual Agentic Intelligence cites this paper.

Kimi K2.5: Visual Agentic Intelligence ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 51

Resolution
verified exact
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-10T16:09:05.225767Z digest=sha256:c7ea0d1892a7a4311019a33f4fabeedb3fa7a347f392fc86baa44bf7d24e2679

Observation fbd72c36-3362-4fad-a307-7bb6779e68a9 · inbound

Seed1.8 Model Card: Towards Generalized Real-World Agency cites this paper.

Seed1.8 Model Card: Towards Generalized Real-World Agency ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 58

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-15T07:44:02.827006Z digest=sha256:7c374a4346043bbd06a308635c3dde85ccfcf3b79ec28d73c553857bdf417703

Observation 7eed3b2b-8d9c-4ee8-9ac6-a42438f9b796 · inbound

Self-Distilled RLVR cites this paper.

Self-Distilled RLVR ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 17

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-13T19:43:46.623267Z digest=sha256:a07de065247ec8d0dff500cf1e83b358db0ffa31457abd9a4df61b20c3f29c5c

Observation e2b0a151-a2cf-4c5c-9912-ebf4ada0572b · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 88

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-10T16:03:15.222571Z digest=sha256:2a9dd59f64e1d70151bcf9a5a6d6a32138831c2069cd5c6cf53cd787ded8b041

Observation 550446f8-6f7c-4807-91e4-2dbc659f2889 · inbound

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models cites this paper.

Cognitive Pivot Points and Visual Anchoring: Unveiling and Rectifying Hallucinations in Multimodal Reasoning Models ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 100

Resolution
unresolved
no resolver link, observed 2026-07-12T22:48:45.647588Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T22:48:45.647588Z digest=sha256:5bccef8b084e3f16bb346f607c36232e4494f29611f30c56ad6fdae1cddc4651

Observation fb8cab9e-44fe-49df-b047-586e83a01698 · inbound

Qwen3.5-Omni Technical Report cites this paper.

Qwen3.5-Omni Technical Report ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-10T08:11:22.402552Z digest=sha256:8afbb289ad00f79ebaeb097c08f41aeffa09374c0c6fc477e971f550b5f90157

Observation 3d0e8800-e10b-491f-b257-ef0e97432a72 · inbound

Near-Future Policy Optimization cites this paper.

Near-Future Policy Optimization ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 19

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-10T00:51:36.580600Z digest=sha256:bc26a61eeb8c6db1a32f9bf7bbc179e8329bd2b23b0d79d92be1c4724fb3822c

Observation 59bade78-b347-4887-87ec-819ddbbc3e3d · inbound

Co-Evolving Policy Distillation cites this paper.

Co-Evolving Policy Distillation ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 29

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-05-07T08:23:41.819485Z digest=sha256:13d38ef97c3db1f3a5958a3406fac5dfe98546de1ced71332556eaa53db41681

Observation 4bbfcb8f-eadb-4b75-a59b-a251d94b360b · inbound

LoMo: Local Modality Substitution for Deeper Vision-Language Fusion cites this paper.

LoMo: Local Modality Substitution for Deeper Vision-Language Fusion ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 30

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-29T08:20:05.081980Z digest=sha256:9a32b5f8107c33c63d5384dff6fa3aebd7753a4a0a7d73f6c16d0be9607ba79b

Observation 263ef561-e9fc-44e6-819e-76f2f5c527ef · inbound

Learning to Solve, Forgetting to Retain: Correct-Set Turnover in RLVR cites this paper.

Learning to Solve, Forgetting to Retain: Correct-Set Turnover in RLVR ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 128

Resolution
verified exact
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-06-28T11:50:00.954670Z digest=sha256:81a22e77a33393656b07dc3faeae82d898fd08f76e8732f38abf946f9938131f

Observation 07df2b79-d2d4-4633-b939-2629537ab74e · inbound

WorldBench: A Challenging and Visually Diverse Multimodal Reasoning Benchmark cites this paper.

WorldBench: A Challenging and Visually Diverse Multimodal Reasoning Benchmark ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 144

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-06-28T03:04:31.607329Z digest=sha256:50afd32a8aeb8fef98610f6530c7504c5f4581dd4805f14d3b08bbb97e6e497a

Observation a0a912cf-793d-4413-8cd4-8a37758a026f · inbound

MOSS-Video-Preview: Toward Real-Time Video Understanding via Cross-Attention cites this paper.

MOSS-Video-Preview: Toward Real-Time Video Understanding via Cross-Attention ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 37

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-28T15:22:31.310003Z digest=sha256:7eb7b8ee7ddcaa76d43e03e8371747f992a15e8ee7f2aa5831271337a3f80e4b

Observation a48ec12d-9f72-41da-94b8-f208e36eb6d8 · inbound

Kwai Keye-VL-2.0 Technical Report cites this paper.

Kwai Keye-VL-2.0 Technical Report ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 45

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=arxiv_source observed=2026-06-27T13:53:10.352603Z digest=sha256:b6d1cd6807fd5481f3fa2965219c0312d5be8894775c509779d2c9ed8f201908

Observation 2540585a-dd82-44aa-9c22-21aa383415c9 · inbound

MMGist: A Comprehensive Multimodal Benchmark for 2027 cites this paper.

MMGist: A Comprehensive Multimodal Benchmark for 2027 ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 7

Resolution
verified exact
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-06-26T11:05:14.573386Z digest=sha256:339807540b17db4ff37534dd3d79d7eead26f1f027a4b2f1baf45023bbbddb47

Observation 0f0806fb-8a45-4f6e-80d4-a406a98866c3 · inbound

Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity cites this paper.

Seed2.0 Model Card: Towards Intelligence Frontier for Real-World Complexity ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 92

Resolution
metadata mismatch
arxiv_id, observed 2026-07-08T01:19:04.778549Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-03T06:30:56.289259+00:00.

source=pdf_text observed=2026-07-02T18:57:46.841456Z digest=sha256:0247a64ee6293c7a150c572a6e820a554422a897c4458f2d85c5f439f45fe735

Observation 4f6d477b-d9a0-4c0e-9363-d00355a128cb · inbound

PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models cites this paper.

PerceptionBench: Evaluating Atomic Visual Perception in Multimodal Large Language Models ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 35

Resolution
unresolved
no resolver link, observed 2026-07-31T05:01:29.035002Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-07-31T05:01:29.035002Z digest=sha256:810696f66cea3674894c64aad24d07aa03e2e3b56ebe629ffb594ca2a7f8af11

Observation 4af62350-4877-4c2b-b949-36e3c2447264 · inbound

CLBench-V: Evaluating Multimodal Context Learning from Grounding to Knowledge Acquisition cites this paper.

CLBench-V: Evaluating Multimodal Context Learning from Grounding to Knowledge Acquisition ZeroBench: An Impossible Visual Benchmark for Contemporary Large Multimodal Models

Reference 26

Resolution
unresolved
no resolver link, observed 2026-08-01T02:55:23.411003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-01T02:55:23.411003Z digest=sha256:f47c90ed9570f0e790f3cc8436c200124bf4e5154ba03cf67d5ca95ccaf8ec2e