Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T19:27:46.923958Z
Paper Citation Record · LEDGER
As of 9 August 2026, this Paper Citation Record lists 77 of 77 outbound references and 10 inbound Pith citation observations for arXiv:2502.00334.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-09T19:27:46.923958Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-07T15:14:54.586721Z
A source-named dated measurement, never combined with another source.
Source: arxiv_reference, observed 2026-07-02T20:27:22.655814Z
77 of 77 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation dfa64a82-f3e4-4fbc-8a91-c0f873a45394 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Yi: Open foundation models by 01.ai, 2024
Reference 1
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 7a754bac-f3c8-4621-b1b1-63914003a919 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Have LLMs Advanced Enough? A Challenging Problem Solving Benchmark For Large Language Models
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a3efe382-092b-422f-81d2-b4bd26b189cd · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Llemma: An Open Language Model For Mathematics
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7a55c46d-ba13-4d3e-ae7e-b6a54487a360 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Phyre: A new benchmark for physical reasoning
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db3290d1-9f29-4404-bc86-75b28860d76a · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models C., Jiang, A., Li, J., Lipkin, B., Qina, Z., Rasul, K., Shen, Z., Soletskyi, R., and Tunstall, L
Reference 5
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f2b7c793-5d80-4320-8cee-26bf9977dd3b · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Reasoning about physical commonsense in natural language, 2019
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 32529654-0a6f-4e30-ae48-d79234ebc383 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models and Xiao, J
Reference 7
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation f5760f9b-228f-4499-bd29-3133d095f342 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 678dc7e9-6245-4c66-890e-12567e223cfe · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1a2a3139-759e-4fba-be85-d0dcc116ab32 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Theoremqa: A theorem-driven question answering dataset
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f82ee536-731f-43a0-acbf-21239ecf447d · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a98e2127-e7be-456f-88b8-e48ffecbdde7 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Training Verifiers to Solve Math Word Problems
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eaeb221b-5dca-4adf-92f7-3a9abbb2fe92 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c3b7f637-00ed-41ce-86f8-11279d00cfb1 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Deepseek-v2: A strong, economical, and efficient mixture-of-experts language model, 2024
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 76a2b01c-af4a-44b0-9477-e0ac9beb7dfe · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 6aaddd9a-0d46-4ad7-8d4d-7b2a14e66701 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models R., Guo, S., Valko, M., Lillicrap, T., Jimenez Rezende, D., Bengio, Y., Mozer, M
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc56c321-453b-4d2c-b24e-2ee01975d820 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Using Large Language Model to Solve and Explain Physics Word Problems Approaching Human Level
Reference 17
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0acf3d6d-bc94-4e60-b578-47afd3eb73a0 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models The Llama 3 Herd of Models
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12a7c8d0-1ed8-4fc8-82b8-03ae4d6ffb86 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Omni-MATH: A Universal Olympiad Level Mathematic Benchmark For Large Language Models
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8f7105ff-9692-40de-8936-ddeef5467bad · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Unresolved cited work
Reference 20
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b2c03ef5-54a7-4d12-b4c2-6567dd7e1700 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models A Brief History of Time: From the Big Bang to Black Holes
Reference 21
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b3d6612d-d440-4f83-9f71-4a0684e9d5f4 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models OlympiadBench: A Challenging Benchmark for Promoting AGI with Olympiad-Level Bilingual Multimodal Scientific Problems
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1bb7913a-cdd0-4320-8953-9dd7495e1988 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Teaching problem solving through cooperative grouping
Reference 23
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4d1fee67-1982-4353-9f94-271a238a0088 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Measuring Massive Multitask Language Understanding
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 56e46aca-b6ae-48ed-9e84-5ae681e9e780 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Measuring Mathematical Problem Solving With the MATH Dataset
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d4055c0d-be33-4851-b54f-dc3264ac11e3 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models E-EVAL: A Comprehensive Chinese K-12 Education Evaluation Benchmark for Large Language Models
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0bdf61f4-c003-4300-b450-b01da4cdb9a8 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models C-eval: A multi-level multi-discipline chinese evaluation suite for foundation models
Reference 27
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c8fe7b92-3ee2-4dc6-8d3c-21ad24c25c86 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models OlympicArena: Benchmarking Multi-discipline Cognitive Reasoning for Superintelligent AI
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e4a5b210-2a38-4a54-8472-617ec9dba0cf · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Improving Physics Reasoning in Large Language Models Using Mixture of Refinement Agents
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9eecd0ad-62dd-452c-965c-cbfdd190b6de · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models and Waterman, D
Reference 31
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 461589fd-5387-4a81-b841-b78167bf7d8d · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models RewardBench: Evaluating Reward Models for Language Modeling
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a0ca8053-7ffe-49d3-b74e-4709480e3e3e · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models H., McDermott, J., Simon, D
Reference 33
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 815f659f-247a-4876-8ea6-692e4db8193a · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Solving quantitative reasoning problems with language models
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1067bebf-2ab3-4d59-b1a7-dbe394a0e2ba · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models CMMLU: Measuring massive multitask language understanding in Chinese
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbacd761-f42b-4ab1-8b49-149d8edfa54a · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models MathBench: Evaluating the Theory and Application Proficiency of LLMs with a Hierarchical Mathematics Benchmark
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4dd23923-960f-4496-a32b-32e8c868274f · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Learn to explain: Multimodal reasoning via thought chains for science question answering
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5ee7a54a-2f38-406a-bc94-05485b435731 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation aeef190a-fc02-420e-906c-bfd5dd951eda · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models SciAgent: Tool-augmented Language Models for Scientific Reasoning
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5fdb79ab-3da6-4a81-9dc2-b59667104800 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Unresolved cited work
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation c28cf895-360c-416f-aa7e-4ad3f5af2a62 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models and Zelinski, D
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a6aff332-f136-4c95-832e-45278d77ad10 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Mathstral
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 663b6940-652e-4160-b8a7-382cf4cf5b0d · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Mistral large 2
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation a115502a-d31e-4762-9456-b5d6d1a9b7fc · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models The future of ai: Trends and predictions
Reference 44
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 4a927086-ecf8-4dc0-b77a-85cdf8544c28 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models mistralai/mistral-small-instruct-2409
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 40225ffe-cc78-42fd-bf96-d1b82a396d98 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Ministral model card, 2024
Reference 46
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation cc25c6bf-12e5-4a73-a2fb-0bf9e319903a · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Unresolved cited work
Reference 47
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 94bcfa37-9b16-41c6-bf05-f2e220427666 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Hello gpt-4o
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ced1a210-8735-41bf-b8ec-2e14370ebc8a · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Learning to reason with llms
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation e47ff683-e1e8-40ab-ac28-2c36bd32ff9e · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Physics Reasoner: Knowledge-Augmented Reasoning for Solving Physics Problems with Large Language Models
Reference 50
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation cd957bd4-6599-4b80-a27f-ddba12e40167 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Scientific Autobiography and Other Papers
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation b6ebbdd2-5bc8-4818-b037-e587c94cb47f · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models VarBench: Robust Language Model Benchmarking Through Dynamic Variable Perturbation
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75d09eca-4d34-4903-8e74-a3418d38ddd8 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Qwq-32b-preview
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 5860fdb6-51bc-40a9-9c62-fbedf122379c · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Unresolved cited work
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation ba0869d3-4fe7-4589-ba57-8418b8eac003 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models GPQA: A Graduate-Level Google-Proof Q&A Benchmark
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b0f8ac82-35c8-49a8-a997-590d6d729cb8 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1be2511d-6190-4908-875e-0fc2d081455e · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Skywork-o1 model card, 2024
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 21e6c7c6-eae7-4913-9dcd-b675c7e2a195 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Functional Benchmarks for Robust Evaluation of Reasoning Performance, and the Reasoning Gap
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ebd56aa-b62a-4749-8f5e-49bf3e1d3e58 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models MathScale: Scaling Instruction Tuning for Mathematical Reasoning
Reference 59
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e134c7b2-664b-43ef-8989-9d3f7eea4079 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving
Reference 60
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0e6b8108-709c-410b-868b-f31287715cb0 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data
Reference 61
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3fd8dfae-896a-4a92-9aeb-69c826dbdebe · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Self-Consistency Improves Chain of Thought Reasoning in Language Models
Reference 62
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2bbd1d43-a935-4815-a016-ae3d30df8b30 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models SciBench: Evaluating College-Level Scientific Problem-Solving Abilities of Large Language Models
Reference 63
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 335e9b28-c70b-42ec-b527-a4be2ff41575 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models NEWTON: Are Large Language Models Capable of Physical Reasoning?
Reference 64
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4ecce6d5-26e9-4d26-bf92-b1f5bd76b490 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models V., Zhou, D., et al
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b68c99a0-0a31-4c77-8059-f7199cb8f9fa · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Crowdsourcing Multiple Choice Science Questions
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3685bc87-8599-473e-8d16-5b6d5949c593 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models LiveBench: A Challenging, Contamination-Limited LLM Benchmark
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc7cd146-896d-4efd-88a2-9f264f2ea236 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Benchmarking Benchmark Leakage in Large Language Models
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4b57605d-d29e-43b2-889a-69c049bcba51 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Can We Verify Step by Step for Incorrect Answer Detection?
Reference 69
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 7f188138-15eb-44d4-a37e-4245dc88973f · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Can LLMs Solve longer Math Word Problems Better?
Reference 70
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation db9ebfaa-48ac-4194-918c-b6c7ac841939 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models UGMathBench: A Diverse and Dynamic Benchmark for Undergraduate-Level Mathematical Reasoning with Large Language Models
Reference 71
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2a548aa7-02bb-484f-8e29-4e4c5a7ba4db · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Qwen2.5 Technical Report
Reference 72
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 12c4912a-0526-4a4b-8d06-0e1418a7c30c · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement
Reference 73
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2b38f87b-4619-4d65-bd20-2c4c45f5b783 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models A Careful Examination of Large Language Model Performance on Grade School Arithmetic
Reference 74
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4fe7a5e4-84dc-4c3a-9b96-03c0bc0a401a · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models Evaluating the Performance of Large Language Models on GAOKAO Benchmark
Reference 75
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2fab53e0-b9bd-49cf-82ae-5e44ce99d6eb · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models ProcessBench: Identifying Process Errors in Mathematical Reasoning
Reference 76
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b974884a-c6ad-4b33-8195-5f424185ed2b · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models
Reference 77
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation fc765548-1c1d-456b-92f0-40677b485b92 · outbound
UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models write newline
Reference 78
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1d86e2bf-9923-40b9-bd92-36ec51982c3a · inbound
The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 92
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation d2102773-696d-4bef-a826-ea06e5e147db · inbound
PhyX: Does Your Model Have the "Wits" for Physical Reasoning? UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 03c59c30-0f57-4c2b-9221-927d494fe54b · inbound
PhySense: Principle-Based Physics Reasoning Benchmarking for Large Language Models UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 679f2501-00b3-472c-8b26-bbd8d9af52dc · inbound
Superstudent intelligence in thermodynamics UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e27bbd99-83e5-4a07-8c94-85830ddf5284 · inbound
DeepPHY: Benchmarking Agentic VLMs on Physical Reasoning UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b9f2372c-7708-4dcd-8927-268b22404250 · inbound
Aligning Perception, Reasoning, Modeling and Interaction: A Survey on Physical AI UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 121
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 8990da40-1d4b-4f9b-b376-85f45e29373e · inbound
SPM-Bench: Benchmarking Large Language Models for Scanning Probe Microscopy UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a5820b1b-d91c-41dd-aeaf-1d2e857c5cdc · inbound
Hidden in Plain Sight: Visual-to-Symbolic Analytical Solution Inference from Field Visualizations UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 6
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 09c8bd95-5ff1-45b9-981c-eb87a0d262c5 · inbound
Fine-Tuning Small Reasoning Models for Quantum Field Theory UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 9
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.
Observation 847de4d2-6bbe-4c0c-800b-16f2fc34a3f8 · inbound
ChronoPhyBench: Do MLLMs Truly Understand the World or Merely Exploit Language Priors? UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.