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Paper Citation Record · LEDGER

Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

As of 12 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 52 inbound Pith citation observations for arXiv:2105.04165.

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

pith.paper-citation-record.v1
2105.04165 v3

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measured 0 of 0 reference resolution

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measured 52 of 52 standing notices

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Source: scholarly_work_events, retraction_status_cache, observed 2026-08-12T06:34:41.77262+00:00

measured 52 of 52 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:59:45.049270Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T19:28:52.843212Z

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Outbound references

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Pith citing papers

Observation b9cd169f-3315-49b4-b25b-2aa874f47b75 · inbound

MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? cites this paper.

MathVerse: Does Your Multi-modal LLM Truly See the Diagrams in Visual Math Problems? Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 42

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arxiv_id, observed 2026-05-17T01:29:30.245395Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 5c3b7e3f-37b9-4cf4-9c95-e4b3f08d8dfa · inbound

How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites cites this paper.

How Far Are We to GPT-4V? Closing the Gap to Commercial Multimodal Models with Open-Source Suites Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 72

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arxiv_id, observed 2026-05-12T20:58:59.131726Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 01e856f0-672a-4b81-8a31-6369815f38d2 · inbound

We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? cites this paper.

We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 30

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arxiv_id, observed 2026-05-16T21:55:40.941517Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-16T21:55:40.808698Z digest=sha256:8339a3779fba969f88b9bdcbd894e24be0aee5b17f84c5e09d38351e6a3753be

Observation d9e7ece4-938c-40ac-986a-73efa8144455 · inbound

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization cites this paper.

Enhancing the Reasoning Ability of Multimodal Large Language Models via Mixed Preference Optimization Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 59

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arxiv_id, observed 2026-05-16T09:16:17.312900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 0dd0e68a-f449-44d8-b906-41c4daa732eb · inbound

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring cites this paper.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 21

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source=pdf_text observed=2026-08-12T04:59:45.049270Z digest=sha256:b07e9294face71735feb41a803f8339eaa0b51dc44286c3f0606926fbf435c74

Observation bcfcc618-7819-43ac-b05d-3f39601e250d · inbound

Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring Tasks cites this paper.

Eyes on the Road: State-of-the-Art Video Question Answering Models Assessment for Traffic Monitoring Tasks Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 35

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source=pdf_text observed=2026-08-12T04:44:08.720642Z digest=sha256:9580b7a470c924eea25978138ba6ea61e6de57f36bca3d92d33b0cacae6a43b4

Observation d8798769-4baa-499a-b862-a3d05a65940e · inbound

AV-Odyssey Bench: Can Your Multimodal LLMs Really Understand Audio-Visual Information? cites this paper.

AV-Odyssey Bench: Can Your Multimodal LLMs Really Understand Audio-Visual Information? Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 48

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source=pdf_text observed=2026-08-11T23:19:11.580642Z digest=sha256:cd95ae475b0904aaf1b87246736c8d4807450f2ed3d9c6d4a974c5e39b2c96d7

Observation 3e37b3c5-6c61-4e00-b28b-a5ff42a125e3 · inbound

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling cites this paper.

Expanding Performance Boundaries of Open-Source Multimodal Models with Model, Data, and Test-Time Scaling Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 164

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arxiv_id, observed 2026-05-10T13:23:57.768385Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T13:23:57.588851Z digest=sha256:283c617e4aad98781fc073a531bc49717ed2ed43f6cd78a1849385eb53230650

Observation 30f98034-7fc3-4584-83b4-3e905878139c · inbound

PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models cites this paper.

PVC: Progressive Visual Token Compression for Unified Image and Video Processing in Large Vision-Language Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 82

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Observation abef8334-6d49-4e8e-955e-d378d6900dec · inbound

GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training cites this paper.

GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 14

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source=pdf_text observed=2026-08-11T14:34:45.119215Z digest=sha256:a6439c02b6c7b5af3707ffab7b5894a3bbb72c14add535f70994f1c64a222f83

Observation 95b58660-03a8-4f0c-b686-16b5209b814b · inbound

HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding cites this paper.

HoVLE: Unleashing the Power of Monolithic Vision-Language Models with Holistic Vision-Language Embedding Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 77

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source=pdf_text observed=2026-08-11T10:49:08.206505Z digest=sha256:964e216d26b3254c8358d3697d833387ab28fff99cdd241b0a5055d0595f0bcc

Observation 410715b7-b360-46f4-8897-74b558352d82 · inbound

CARL-GT: Evaluating Causal Reasoning Capabilities of Large Language Models cites this paper.

CARL-GT: Evaluating Causal Reasoning Capabilities of Large Language Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 12

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Observation c8b64bec-4efb-496e-a052-42b6f063e4ad · inbound

RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems? cites this paper.

RedStar: Does Scaling Long-CoT Data Unlock Better Slow-Reasoning Systems? Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 19

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source=pdf_text observed=2026-08-10T18:30:56.560768Z digest=sha256:94dab5b4c00bcf679254a7ff2b7a9b159824595b620f51f4bf5f4b46822f18fb

Observation 9614b5f3-29fb-40fa-839a-cc550b4f4931 · inbound

Eagle 2: Building Post-Training Data Strategies from Scratch for Frontier Vision-Language Models cites this paper.

Eagle 2: Building Post-Training Data Strategies from Scratch for Frontier Vision-Language Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 46

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no resolver link, observed 2026-08-10T18:04:34.060317Z

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Observation 5c0fdb4b-a958-4b40-b4cb-6a49aa4b0b33 · inbound

Large Language Models are Few-shot Multivariate Time Series Classifiers cites this paper.

Large Language Models are Few-shot Multivariate Time Series Classifiers Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 43

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Observation d8e2a441-726c-422f-bf4a-26abd9c644a8 · inbound

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning cites this paper.

Position: Multimodal Large Language Models Can Significantly Advance Scientific Reasoning Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 115

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arxiv_id, observed 2026-05-23T04:32:32.501833Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-05-23T04:30:38.804702Z digest=sha256:d59ac7cc7cdfb6ae80432b6b1c6b25f5987e055958006b89f5ac99902540f81a

Observation edf6f1d4-dce2-49f9-a15c-43dbd9a766a7 · inbound

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models cites this paper.

InternVL3: Exploring Advanced Training and Test-Time Recipes for Open-Source Multimodal Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 81

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arxiv_id, observed 2026-05-10T13:41:08.040558Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 8f7e1694-5143-4046-9484-d135ae004b16 · inbound

PRIMETIME : Limits of LLMs in Temporal Primitives cites this paper.

PRIMETIME : Limits of LLMs in Temporal Primitives Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 57

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arxiv_id, observed 2026-05-22T18:36:58.837385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation f9b6a6df-454f-473b-a4f1-bc38cbc032f4 · inbound

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models cites this paper.

Reinforcement Fine-Tuning Powers Reasoning Capability of Multimodal Large Language Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 57

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source=pdf_text observed=2026-08-07T14:31:13.950384Z digest=sha256:3d9e952827f57e327e9b34d9f7d2daee0c0e4f49c2eadac2e0f6c174b2d57c9f

Observation 2aad626e-20b7-46ea-a334-ef43ac666b0c · inbound

Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs cites this paper.

Universal Reasoner: A Single, Composable Plug-and-Play Reasoner for Frozen LLMs Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 25

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arxiv_id, observed 2026-05-22T01:20:52.171935Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 14f40af1-03f3-4515-ba06-7b0a00e206f9 · inbound

VisualToolAgent (VisTA): A Reinforcement Learning Framework for Visual Tool Selection cites this paper.

VisualToolAgent (VisTA): A Reinforcement Learning Framework for Visual Tool Selection Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 20

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Observation 17c6a821-cd57-45ff-bd17-2baff1321b62 · inbound

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start cites this paper.

Advancing Multimodal Reasoning via Reinforcement Learning with Cold Start Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 28

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Observation 6124a974-498c-4543-b503-b55c8ecaca56 · inbound

Towards Geometry Problem Solving in the Large Model Era: A Survey cites this paper.

Towards Geometry Problem Solving in the Large Model Era: A Survey Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 2016

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Observation a2bc0fef-0689-471b-9728-ded97078fcc0 · inbound

MATP-BENCH: Can MLLM Be a Good Automated Theorem Prover for Multimodal Problems? cites this paper.

MATP-BENCH: Can MLLM Be a Good Automated Theorem Prover for Multimodal Problems? Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 27

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Observation e3b3ff6b-8025-4c8a-98d7-14cdf5e688b2 · inbound

CoMemo: LVLMs Need Image Context with Image Memory cites this paper.

CoMemo: LVLMs Need Image Context with Image Memory Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 66

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source=arxiv_source observed=2026-08-07T06:02:30.350057Z digest=sha256:794b51789a425853da3e1f0d935cc55f50ac089d878d19ec919ad1a5b0c23aa8

Observation 1b2bac11-e557-41de-90d9-0663e5af949e · inbound

Evaluating Visual Mathematics in Multimodal LLMs: A Multilingual Benchmark Based on the Kangaroo Tests cites this paper.

Evaluating Visual Mathematics in Multimodal LLMs: A Multilingual Benchmark Based on the Kangaroo Tests Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 19

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Observation 8bd1caa5-f657-4bf0-8ecc-c2381e7cc797 · inbound

EasyARC: Evaluating Vision Language Models on True Visual Reasoning cites this paper.

EasyARC: Evaluating Vision Language Models on True Visual Reasoning Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 11

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source=pdf_text observed=2026-08-07T04:06:40.288156Z digest=sha256:13516c86f22ab7be8fc9fd0380832ea2112b704b99b2d6121d907ee89a247ed4

Observation 5d099484-d193-4eb7-a902-5bca99a3e8ee · inbound

Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training cites this paper.

Reinforcement Fine-Tuning Naturally Mitigates Forgetting in Continual Post-Training Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 27

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source=arxiv_source observed=2026-08-06T19:31:27.365488Z digest=sha256:002d238d412c0bd56d0ff37202a7eec60a778e9bbc19030ba76a3ee4f09c673b

Observation 3eaa7f89-402a-4e8d-bff3-c1d1320a9647 · inbound

Mono-InternVL-1.5: Towards Cheaper and Faster Monolithic Multimodal Large Language Models cites this paper.

Mono-InternVL-1.5: Towards Cheaper and Faster Monolithic Multimodal Large Language Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 86

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source=pdf_text observed=2026-08-06T16:50:04.330336Z digest=sha256:0484826c19cbf66737e1238a4187c22a47d905dc7a73ca0d37092e55d25f419d

Observation 9d6ffc7c-6e2b-4fd2-8e38-723033258818 · inbound

GeoLaux: A Benchmark for Evaluating MLLMs' Geometry Performance on Long-Step Problems Requiring Auxiliary Lines cites this paper.

GeoLaux: A Benchmark for Evaluating MLLMs' Geometry Performance on Long-Step Problems Requiring Auxiliary Lines Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 20

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arxiv_id, observed 2026-05-19T00:41:56.092818Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-19T00:38:43.897231Z digest=sha256:4325ab608d31478bd473aa6383e909b5fac34cf82e32f79b7e5604118853d130

Observation 6f864aec-d7f1-4985-bffe-6325963cf801 · inbound

ViSurf: Visual Supervised-and-Reinforcement Fine-Tuning for Large Vision-and-Language Models cites this paper.

ViSurf: Visual Supervised-and-Reinforcement Fine-Tuning for Large Vision-and-Language Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 23

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arxiv_id, observed 2026-05-18T07:26:03.142818Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

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Observation 1953e59d-2c15-4a98-b823-805c22aa0dba · inbound

LaRe: Latent Refocusing for Multimodal Reasoning cites this paper.

LaRe: Latent Refocusing for Multimodal Reasoning Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 97

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Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-04T00:15:21.937499Z digest=sha256:b69977979e7fb957a83da5943aab9988ec98f5132f597fc9d342f4ddb3d99dba

Observation 192f92ad-f043-4c2a-8fa0-b101e3ce0e18 · inbound

Boosting Reasoning in Large Multimodal Models via Activation Replay cites this paper.

Boosting Reasoning in Large Multimodal Models via Activation Replay Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 23

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arxiv_id, observed 2026-05-17T05:09:04.061771Z

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No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-17T05:05:48.682057Z digest=sha256:5542a8aa2296d9bed06c4dc6b698934eb2d50150a894a6a1b53e8cf95498bfcc

Observation ce7a5fde-bfca-4027-ab6f-a1632a444bd9 · inbound

SPHINX: A Synthetic Environment for Visual Perception and Reasoning cites this paper.

SPHINX: A Synthetic Environment for Visual Perception and Reasoning Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 28

Resolution
verified exact
arxiv_id, observed 2026-05-17T04:21:30.772379Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-17T04:19:26.808804Z digest=sha256:df0ff46918c72c0c827db9e34ee28d83c06342904b9d0ba99be031a1e0f87b98

Observation 8c67b9d6-3789-4281-b6c3-681cb2ab85e8 · inbound

Boosting RL-Based Visual Reasoning with Selective Adversarial Entropy Intervention cites this paper.

Boosting RL-Based Visual Reasoning with Selective Adversarial Entropy Intervention Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 23

Resolution
unresolved
no resolver link, observed 2026-08-03T17:15:17.662153Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T17:15:17.662153Z digest=sha256:3195e000f92325887d9d076841aa37dcfffb24d9631c3fdea26edcc84e3ea56c

Observation 612798e0-9bb6-47f0-881a-4ea4e7d82067 · inbound

Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding cites this paper.

Mimic Human Cognition, Master Multi-Image Reasoning: A Meta-Action Framework for Enhanced Visual Understanding Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 48

Resolution
unresolved
no resolver link, observed 2026-08-03T11:13:16.869250Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-03T11:13:16.869250Z digest=sha256:93d7921e3143312bcb2228362787c6d024fd457cb3a865352d4489c11611eaed

Observation 42dead94-8c66-4fb5-b628-9b550f2e79cc · inbound

Learning Self-Correction in Vision-Language Models via Rollout Augmentation cites this paper.

Learning Self-Correction in Vision-Language Models via Rollout Augmentation Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 18

Resolution
unresolved
no resolver link, observed 2026-08-03T03:21:13.887624Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-03T03:21:13.887624Z digest=sha256:224bfab0b1bb93811cdaede1b52b606c682128b4225152cd580b64b61472ef1d

Observation 90afac3c-b9d3-45a8-ae3c-493513d0a53b · inbound

Thinking with Drafting: Optical Decompression via Logical Reconstruction cites this paper.

Thinking with Drafting: Optical Decompression via Logical Reconstruction Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 25

Resolution
verified exact
arxiv_id, observed 2026-05-16T03:30:32.831917Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-16T03:28:32.264246Z digest=sha256:e66dcf937d52fef3dcca8f74312b164a7b3bcc1ba761c1d1aa9d958407bfad34

Observation ea8c3eff-e336-460d-ab9e-2951bb81624f · inbound

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-15T20:16:34.598586Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-15T20:12:46.385646Z digest=sha256:a478b27946e2961d1157c2da804e9b58ed15a1ff9eb0d943ef0e7c8ded5f606a

Observation ea4f9f06-1559-4b65-a6f2-16f669e4ecc7 · inbound

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 45

Resolution
verified exact
arxiv_id, observed 2026-05-22T10:31:25.112966Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-22T10:30:06.829915Z digest=sha256:4343bc3d373636f7d70d2bae06df204c56a2af28a7a8092c8003c45364dc2d34

Observation fbb0382c-0bd2-476f-99ce-953d3579fe7d · inbound

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs cites this paper.

MapTab: A Diagnostic Benchmark for Long-Horizon Multi-Criteria Multimodal Reasoning on Heterogeneous Topological Graphs Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 44

Resolution
unresolved
no resolver link, observed 2026-08-02T22:00:06.971790Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T22:00:06.971790Z digest=sha256:6c086d99bb68464d68b6d30122924637858eeb8e26743c19b975d1e3217b029e

Observation b30e5a92-d1ab-4d14-9496-94f4d993ad34 · inbound

PaLMR: Towards Faithful Visual Reasoning via Multimodal Process Alignment cites this paper.

PaLMR: Towards Faithful Visual Reasoning via Multimodal Process Alignment Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 25

Resolution
unresolved
no resolver link, observed 2026-08-02T19:57:31.852590Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T19:57:31.852590Z digest=sha256:82889c5da54ff184a1149979a17fbef66889202e35545ec7645a21585818958a

Observation 2fe5d713-35ad-42fe-80e6-052089a7a479 · inbound

Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models cites this paper.

Understanding the Role of Hallucination in Reinforcement Post-Training of Multimodal Reasoning Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 21

Resolution
verified exact
arxiv_id, observed 2026-05-13T20:53:16.272449Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-13T20:48:52.130130Z digest=sha256:0813c2e760a700fe47a047fb1a48615e1417ee5c2b630e1fafde2eb605209a80

Observation 03067e77-4ecb-438b-b337-6f7865eef60e · 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 Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 99

Resolution
verified exact
arxiv_id, observed 2026-05-11T09:25:59.363052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T16:03:15.222571Z digest=sha256:2f7f15f808ca363f7252414617a9370f4b98e6d34f0b52003667577995fb1abf

Observation 2ac1158a-d93a-446b-922c-581b69c4a8d8 · 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 Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 112

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:fe862b597fdc0058559f0be8c85655f1c14cc41ac384ed5a8f03c2066fd0d856

Observation 134bf068-df47-41ac-84eb-360098d138ff · inbound

OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Model cites this paper.

OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Model Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 38

Resolution
verified exact
arxiv_id, observed 2026-05-11T13:46:03.332164Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-10T00:40:47.562861Z digest=sha256:fedfeb1240beeee04cea624590151eaa9897567f92c600648f849746e461cc7a

Observation bc31d786-8a70-4b1c-8076-a10e29f79c4e · inbound

Segment-Aligned Policy Optimization for Multi-Modal Reasoning cites this paper.

Segment-Aligned Policy Optimization for Multi-Modal Reasoning Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 6

Resolution
verified exact
arxiv_id, observed 2026-05-11T16:51:08.012769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-09T14:44:31.160543Z digest=sha256:587b9633effea5433edb820262a9164a3f3cb66b11ebc3a68942803eb815e42c

Observation aa6513c7-3504-46b5-a208-19b08452d238 · inbound

GeoSym127K: Scalable Symbolically-verifiable Synthesis for Multimodal Geometric Reasoning cites this paper.

GeoSym127K: Scalable Symbolically-verifiable Synthesis for Multimodal Geometric Reasoning Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 14

Resolution
verified exact
arxiv_id, observed 2026-05-20T22:43:50.477596Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-05-20T22:42:23.066277Z digest=sha256:f5c9a552c816c55f3f0c626f2397d2c7c885b05dee831a7a7f5ad856b688aa76

Observation 71629ea8-f77d-4e80-84fa-df1c27e0fe5e · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 5

Resolution
verified exact
arxiv_id, observed 2026-07-02T22:47:25.963032Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=pdf_text observed=2026-06-27T18:39:44.696961Z digest=sha256:1238e66e8d2ec334ebde9312c543925e3dce4f654e4cc626193c7277eecf7461

Observation 8e7ba0c0-5e2d-4036-91c7-9ed0ce07fda7 · inbound

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery cites this paper.

Artificial Intelligence for Mathematical Reasoning: An Integrated Survey of Language Models, Neuro-symbolic Systems, and Verified Discovery Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 5

Resolution
unresolved
no resolver link, observed 2026-08-02T12:05:01.870935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-02T12:05:01.870935Z digest=sha256:34843926d4e38cacf42147090a510030362e6f8bab758a4c65a7253f411baa15

Observation 2194a829-53f6-46fa-8298-4efa89bdfc18 · inbound

See First, Answer Later: Visual Evidence Pre-Alignment via Sufficiency-Driven RL cites this paper.

See First, Answer Later: Visual Evidence Pre-Alignment via Sufficiency-Driven RL Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 48

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T19:28:52.844943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-12T06:34:41.77262+00:00.

source=arxiv_source observed=2026-06-27T01:44:24.586195Z digest=sha256:21391abd3062e46e32f6ca81241302a0ca919fb4a67327d602121879885bd80d

Observation 09a0a754-b403-4527-be31-829b8138caa7 · inbound

Multi-Branch Policy Optimization for Multimodal Large Language Models cites this paper.

Multi-Branch Policy Optimization for Multimodal Large Language Models Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning

Reference 19

Resolution
unresolved
no resolver link, observed 2026-08-11T00:36:01.025134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-11T00:36:01.025134Z digest=sha256:be1ead888dbd26a6779b8359e8c5ed6c68a88926cb8f481b708c67ab28802e15