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Paper Citation Record · LEDGER

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring

As of 18 August 2026, this Paper Citation Record lists 46 of 46 outbound references and 2 inbound Pith citation observations for arXiv:2412.00846.

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

pith.paper-citation-record.v1
2412.00846 v1

Coverage vector

measured 46 of 46 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-12T04:59:45.133501Z

measured 48 of 48 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 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-16T12:08:38.291860Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-19T00:41:56.011698Z

Reference resolution

46 of 46 outbound references displayed

  • verified exact1
  • verified fuzzy1
  • unresolved44
  • parse uncertain0
  • malformed identifier0
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External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 768f5210-d4f1-4931-b86a-1be30e2b4176 · outbound

This paper cites Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection

Reference 1

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 7bb2bf1e-b137-4386-b597-c23e74084abc · outbound

This paper cites A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity

Reference 2

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Observation 8afaa87d-4de2-421a-aed4-64a814767f9e · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 3

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

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Observation 4dae4fb7-ed63-4105-8bae-9bdf53ee2050 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 4

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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=2026-08-12T04:59:44.992413Z digest=sha256:b0b80c06638b3f09bafc76cebbd50a6516698749be0c298371c2bd40fb0b0393

Observation 761545b9-992f-485f-9f07-bb553a9f6860 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 5

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-12T04:59:44.995632Z digest=sha256:fe18223fbd0f988eddb91081cc16376f2bb0e90f5d93826858e07ef0e7e95d12

Observation e5390b79-acb0-4daa-88f6-9b4d0cae83c2 · outbound

This paper cites GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning

Reference 6

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source=pdf_text observed=2026-08-12T04:59:44.998859Z digest=sha256:d4e3d974b1c4739dcf24a150dbbafead0293564c7e3af987a9132a5612ff4574

Observation d84934dd-b0ae-4088-9c0c-89badb2207df · outbound

This paper cites MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text

Reference 7

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source=pdf_text observed=2026-08-12T04:59:45.002448Z digest=sha256:ed378f673579ca4058c52a9c2b00ebc17bd0e4472728eb5b5581887ed935ab34

Observation 64647e88-5537-4897-beee-44205ee9b6a3 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Training Verifiers to Solve Math Word Problems

Reference 8

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source=pdf_text observed=2026-08-12T04:59:45.005604Z digest=sha256:d0d9df15788235175a472d962af6703005901a45dc3ca5051db093648ad29494

Observation d3ef41a9-b27c-4ebf-92d1-018e41aed815 · outbound

This paper cites An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale

Reference 9

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Observation 9c902d0f-9ccf-4409-a9fb-472638cf007f · outbound

This paper cites Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning

Reference 10

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Observation 6cdfa3ec-db63-4738-b6d3-377aaf5cec6b · outbound

This paper cites G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model

Reference 11

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Observation fb1cd85e-4913-460d-aa49-49935ebd8cbe · outbound

This paper cites ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring ToRA: A Tool-Integrated Reasoning Agent for Mathematical Problem Solving

Reference 12

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Observation 94d50c98-22a7-496e-9086-97cd7b54da14 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 13

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Unavailable: canonical work link unavailable.

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Observation 2302fc3c-2c4d-4f46-805c-f4d34a3168bf · outbound

This paper cites Mistral 7B.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Mistral 7B

Reference 14

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Observation f8f0d68b-82d3-467d-9b71-7eb77f58c69a · outbound

This paper cites Active Retrieval Augmented Generation.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Active Retrieval Augmented Generation

Reference 15

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Observation a5be6464-8568-488e-9fca-77586df472bc · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 16

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Observation 981c8c56-c448-4acc-9256-f211baa4dc33 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 17

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Observation bdafcb36-d732-457f-911d-e40db47b223a · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 18

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Observation fb52b1a4-1450-44e5-b13b-a9e01b035538 · outbound

This paper cites Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models

Reference 19

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Observation 862bd9ea-3bfa-4cb5-a0b4-08c52b023af8 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 20

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

This paper cites Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning.

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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Observation bd2b9237-c070-47ae-a378-a4ed5873bb32 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 22

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Observation 30770326-6b11-49ed-8c00-05f593160224 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 23

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Observation 83fef1af-4d0b-4682-bc55-d74fadc98510 · outbound

This paper cites Instruction Tuning with GPT-4.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Instruction Tuning with GPT-4

Reference 24

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Observation e9e89d7e-fd57-4017-918d-3cf62e547045 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 25

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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.

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Observation 8a4265b7-0da4-487e-84d3-27cef13b3085 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 26

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

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Observation 3cd7edd3-ee65-4951-b1ed-b6945090b326 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 27

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

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Observation 2b7700b7-ac26-4776-8696-3f956474f2f8 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 28

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

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Observation 3d495af7-d41b-4e90-a77d-89e82ffbe30b · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 29

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

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Observation aa5ced6d-727b-4bd5-8489-800e67998fc6 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 30

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

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Observation 6a17a0dc-72c9-436f-b108-784c89e0b029 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 31

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Observation 81e23b22-6789-47ed-89d5-ef3ff13635e1 · outbound

This paper cites Gemini: A Family of Highly Capable Multimodal Models.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Gemini: A Family of Highly Capable Multimodal Models

Reference 32

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Observation 44bd73fb-765e-4db6-ac85-3576564e444c · outbound

This paper cites Llama 2: Open Foundation and Fine-Tuned Chat Models.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Llama 2: Open Foundation and Fine-Tuned Chat Models

Reference 33

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Observation 9ace9738-19df-45d3-89dd-72b2ee99960c · outbound

This paper cites GIT: A Generative Image-to-text Transformer for Vision and Language.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring GIT: A Generative Image-to-text Transformer for Vision and Language

Reference 34

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Observation 37655005-8dfa-4b68-ba89-3a32ac9309da · outbound

This paper cites Self-Instruct: Aligning Language Models with Self-Generated Instructions.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Self-Instruct: Aligning Language Models with Self-Generated Instructions

Reference 35

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Observation 883667d2-a32e-4890-91ef-0aaa39cd5f06 · outbound

This paper cites Enhancing Human-like Multi-Modal Reasoning: A New Challenging Dataset and Comprehensive Framework.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Enhancing Human-like Multi-Modal Reasoning: A New Challenging Dataset and Comprehensive Framework

Reference 36

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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.

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Observation c7862488-295e-48fd-859b-21f0bbc5c0c4 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 37

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Unavailable: canonical work link unavailable.

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This paper cites RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation

Reference 38

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unresolved
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Observation 654404c3-f1ea-475a-8b70-05bb2536884a · outbound

This paper cites Corrective Retrieval Augmented Generation.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Corrective Retrieval Augmented Generation

Reference 39

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This paper cites Retrieval-Augmented Multimodal Language Modeling.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Retrieval-Augmented Multimodal Language Modeling

Reference 40

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Observation deb3d76c-fa16-4896-8a24-15adf0a99d8d · outbound

This paper cites ZeroGen: Efficient Zero-shot Learning via Dataset Generation.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring ZeroGen: Efficient Zero-shot Learning via Dataset Generation

Reference 41

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Observation 2002cf73-6b7a-4f24-bd4c-c80ac3944f6d · outbound

This paper cites Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language Models

Reference 42

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Unavailable: canonical work link unavailable.

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This paper cites A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from Diagram.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring A Multi-Modal Neural Geometric Solver with Textual Clauses Parsed from Diagram

Reference 43

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Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 44

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unresolved
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Source-reported events for the cited work

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Observation d784d4f5-4fbb-4070-b758-89fb670bc502 · outbound

This paper cites an unresolved cited work.

Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring Unresolved cited work

Reference 45

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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.

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Observation c9cf5dde-296e-4752-af2c-a3d668bb0e7d · outbound

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Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring In Proceedings of the 2015 conference on empirical methods in natural language processing

Reference 2015

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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.

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Pith citing papers

Observation 4ffd0e3e-1a90-4e1e-96dc-9cc3ad82975c · inbound

Long-context Non-factoid Question Answering in Indic Languages cites this paper.

Long-context Non-factoid Question Answering in Indic Languages Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring

Reference 2025

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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Observation 6c77e46f-c76e-4de3-bcce-13b832bee590 · 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 Improving Multimodal LLMs Ability In Geometry Problem Solving, Reasoning, And Multistep Scoring

Reference 2

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Source-reported events for the cited work

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