Pith. sign in

Paper Citation Record · LEDGER

MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

As of 18 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 11 inbound Pith citation observations for arXiv:2502.13383.

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

pith.paper-citation-record.v1
2502.13383 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 11 of 11 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 11 of 11 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T04:43:44.476940Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T06:13:05.288981Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • 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 c3730fbb-5724-4211-92fa-6edfa57638a2 · inbound

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey cites this paper.

Multimodal Chain-of-Thought Reasoning: A Comprehensive Survey MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 257

Resolution
metadata mismatch
arxiv_id, observed 2026-05-15T17:18:53.583680Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-15T17:18:52.996467Z digest=sha256:b18202536a8d09c83f695b18620779d7309411a9aedbcaa77171f15a88b89c3f

Observation 3def0a03-77b2-424a-8e27-5f14f94f53bd · inbound

100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models cites this paper.

100 Days After DeepSeek-R1: A Survey on Replication Studies and More Directions for Reasoning Language Models MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 114

Resolution
unresolved
no resolver link, observed 2026-08-16T04:43:44.476940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-16T04:43:44.476940Z digest=sha256:57f899957d8cb37497ae30297a0767b6f70869794eafb03ac69669321f739c84

Observation 2748fbf2-ba15-4b40-92e5-fafea5ad881d · inbound

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models cites this paper.

A Comprehensive Survey on Trustworthiness in Reasoning with Large Language Models MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 55

Resolution
unresolved
no resolver link, observed 2026-08-05T10:39:02.499587Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T10:39:02.499587Z digest=sha256:fc084b8706452ab0ec94a3a628723f382ecf6d3f3d5bb34aa415984e78fb172b

Observation 06cda54b-7ab8-432f-bd3a-6338f924b1ab · inbound

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework cites this paper.

Mitigating Visual Context Degradation in Large Multimodal Models: A Training-Free Decoupled Agentic Framework MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 32

Resolution
metadata mismatch
arxiv_id, observed 2026-05-18T12:32:36.390482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-05-18T12:31:25.257879Z digest=sha256:6dc2938833f6551acb1371267dc193bf136e2ebe733b228bbd4d0903b576c3d2

Observation 0f425a24-b209-4cc5-9266-1079a6b21814 · inbound

OmniDrive-R1: Reinforcement-driven Interleaved Multi-modal Chain-of-Thought for Trustworthy Vision-Language Autonomous Driving cites this paper.

OmniDrive-R1: Reinforcement-driven Interleaved Multi-modal Chain-of-Thought for Trustworthy Vision-Language Autonomous Driving MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 37

Resolution
verified exact
arxiv_id, observed 2026-05-16T22:38:37.764312Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-16T22:34:00.895252Z digest=sha256:0862f2a16435fefbfb18ee7f45e39c96ecf67b7c57aa0b7ec59e45db7ce3d808

Observation ce2774b2-49d3-4b34-acad-fe9bd38a50f0 · inbound

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models cites this paper.

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 109

Resolution
verified exact
arxiv_id, observed 2026-05-10T22:45:48.374213Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-10T19:36:42.100191Z digest=sha256:ae34b60b12e6a68e6eb31c11a39a4d85b3e02b85dcbb955fc1d782ff7477ccbe

Observation 7a97fb18-fa00-430c-bd21-fd13e00c0536 · inbound

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models cites this paper.

OpenWorldLib: A Unified Codebase and Definition of Advanced World Models MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 109

Resolution
unresolved
no resolver link, observed 2026-07-13T09:42:23.808691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-13T09:42:23.808691Z digest=sha256:7c15facc341780007e36383c9d86ef77cd068e57363c7191bad27b0c3f39587c

Observation 62657940-73f0-4e34-97f1-3781d659f2e1 · inbound

TraceAV-Bench: Benchmarking Multi-Hop Trajectory Reasoning over Long Audio-Visual Videos cites this paper.

TraceAV-Bench: Benchmarking Multi-Hop Trajectory Reasoning over Long Audio-Visual Videos MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 74

Resolution
metadata mismatch
arxiv_id, observed 2026-05-11T04:15:56.116742Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-11T01:53:01.939765Z digest=sha256:7bcb153b77d299be5f24435e344551333036c916a0bee01f1362d13ce3ca6971

Observation 64e840b7-8451-4c1f-865b-add12e09aa3a · inbound

Think Twice, Act Once: Verifier-Guided Action Selection For Embodied Agents cites this paper.

Think Twice, Act Once: Verifier-Guided Action Selection For Embodied Agents MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 41

Resolution
verified exact
arxiv_id, observed 2026-05-14T21:19:28.860365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=pdf_text observed=2026-05-14T21:04:05.443622Z digest=sha256:55d9f529e6d966a2a2af71576164fb80538045eaade777d04ca36f00e35b0f3b

Observation c3154ddc-74e3-462c-a418-a7cb7bc12898 · inbound

A Nash Equilibrium Framework For Training-Free Multimodal Step Verification cites this paper.

A Nash Equilibrium Framework For Training-Free Multimodal Step Verification MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 33

Resolution
verified exact
arxiv_id, observed 2026-05-20T06:13:05.290712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

source=arxiv_source observed=2026-05-20T06:10:36.290559Z digest=sha256:7a1816248b559aa01715c87a50c36ed81144ff23e08a7362ce239bbb8ab83ae9

Observation ce25bdfe-4295-417c-8349-787046b5ca44 · inbound

VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus cites this paper.

VERDICT: Training-Free Step-Wise Verification of Multimodal Reasoning via Disagreement-Aware Consensus MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification

Reference 37

Resolution
unresolved
no resolver link, observed 2026-08-12T19:56:01.898636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T19:56:01.898636Z digest=sha256:2d07af60739c9ebf6a5df3b4bc2bd07690c32668aa6cb244bccc1dcc8051bba0