Paper Citation Record · LEDGER

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains

As of 17 August 2026, this Paper Citation Record lists 54 of 54 outbound references and 6 inbound Pith citation observations for arXiv:2506.02126.

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

pith.paper-citation-record.v1
2506.02126 v1

Coverage vector

measured 54 of 54 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T11:33:35.587634Z

measured 60 of 60 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-16T06:30:59.297886+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-06T05:37:35.270920Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T21:28:59.009997Z

Reference resolution

54 of 54 outbound references displayed

verified exact1
verified fuzzy18
unresolved35
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 51c71118-a503-411f-8860-e4a5eddd26f9 · outbound

This paper cites https:// artofproblemsolving.com/wiki/index.php/AIME_Problems_and_Solutions, 2024.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains https:// artofproblemsolving.com/wiki/index.php/AIME_Problems_and_Solutions, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:41.269022Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f07810c3-0ba2-414b-ad76-d559f4075738 · outbound

This paper cites https://www.vals.ai/benchmarks/ math500-03-24-2025, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains https://www.vals.ai/benchmarks/ math500-03-24-2025, 2025

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:40.961493Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 012733b1-6bf0-482e-bc68-8b9ce1f518c2 · outbound

This paper cites https://www.maa.org/math-competitions, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains https://www.maa.org/math-competitions, 2025

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:40.720342Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e033fb29-e84b-4ecb-aa90-7e63ba97413c · outbound

This paper cites L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains L1: Controlling How Long A Reasoning Model Thinks With Reinforcement Learning

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:29.341067Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a381e39a-81c4-4b8d-b03a-f5c4c46c26f0 · outbound

This paper cites Large Language Models for Mathematical Reasoning: Progresses and Challenges.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Large Language Models for Mathematical Reasoning: Progresses and Challenges

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:29.433062Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6c9ac2b-9ca5-49c2-bdce-fda723483429 · outbound

This paper cites Llama-nemotron: Efficient reasoning models.arXiv preprint arXiv:2505.00949, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Llama-nemotron: Efficient reasoning models.arXiv preprint arXiv:2505.00949, 2025

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:29.562739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e55064ba-3086-4225-919a-7f1cec42a7f6 · outbound

This paper cites Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, andet al.Language models are few-shot learners.Advances in Neural Information Processing Systems, 33:1877–1901, 2020.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Brown, Benjamin Mann, Nick Ryder, Melanie Subbiah, andet al.Language models are few-shot learners.Advances in Neural Information Processing Systems, 33:1877–1901, 2020

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:40.377366Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation e7f0ef46-a258-4dfc-9f35-5d18dd21565a · outbound

This paper cites SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:29.797685Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8187428a-5f7f-447f-8618-a5a8e655858e · outbound

This paper cites HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains HuatuoGPT-o1, Towards Medical Complex Reasoning with LLMs

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:29.903235Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12be5eea-c6d1-4762-8df6-7246e735a1c7 · outbound

This paper cites SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:30.050544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20a7ff3a-fdcd-415c-bd86-c94e2f25f8a9 · outbound

This paper cites Deepseek -r1-distill-qwen-7b.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Deepseek -r1-distill-qwen-7b

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:40.134256Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f9f5d7ca-ffdd-40ea-90e8-1daa4de7e16f · outbound

This paper cites Rlhf workflow: From reward modeling to online rlhf.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Rlhf workflow: From reward modeling to online rlhf

Reference 12

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:39.823339Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 587cfbef-66d5-486e-9b5b-5dd04b154ec3 · outbound

This paper cites Large language model influence on diagnostic reasoning: a randomized clinical trial.JAMA Network Open, 7(10):e2440969– e2440969, 2024.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Large language model influence on diagnostic reasoning: a randomized clinical trial.JAMA Network Open, 7(10):e2440969– e2440969, 2024

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:39.604337Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation fe22c061-ad7b-4ba9-9e23-205a1610624f · outbound

This paper cites ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:30.453495Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6ed8c87-55d0-47a0-bf9d-004784c97d3f · outbound

This paper cites Legalbench: A collaboratively built benchmark for measuring legal reasoning in large language models.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Legalbench: A collaboratively built benchmark for measuring legal reasoning in large language models

Reference 15

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:39.374226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 154a610e-0d18-41da-9180-20a211ddd787 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Measuring Mathematical Problem Solving With the MATH Dataset

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:30.670501Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d89ec7f-20f6-49b9-93d3-7b1a8ad52b32 · outbound

This paper cites m1: Unleash the potential of test-time scaling for medical reasoning with large language models.arXiv preprint arXiv:2504.00869, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains m1: Unleash the potential of test-time scaling for medical reasoning with large language models.arXiv preprint arXiv:2504.00869, 2025

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:30.723891Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f91f5fa-e1cf-4bca-b590-e182d22fbc11 · outbound

This paper cites Am-thinking-v1: Advancing the frontier of reasoning at 32b scale.arXiv preprint, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Am-thinking-v1: Advancing the frontier of reasoning at 32b scale.arXiv preprint, 2025

Reference 18

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:39.129127Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 3a4a5e86-3bf4-41c5-8a69-ffc6527d8224 · outbound

This paper cites What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:30.920949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0c3bc71-577a-4196-be57-5c4171e4a8b4 · outbound

This paper cites Cohen, and Xinghua Lu.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Cohen, and Xinghua Lu

Reference 20

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:38.793900Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation cfd7e6fd-cb91-4301-a12b-406b3d170ba5 · outbound

This paper cites Is that your final answer? test-time scaling improves selective question answering.arXiv preprint, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Is that your final answer? test-time scaling improves selective question answering.arXiv preprint, 2025

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:38.567344Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation c3d58d4a-3f9b-41c4-94ad-867c9c85e6f1 · outbound

This paper cites Solving Quantitative Reasoning Problems with Language Models.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Solving Quantitative Reasoning Problems with Language Models

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:31.305077Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 973ddcb5-f52a-411d-9627-ab765f37e7a9 · outbound

This paper cites Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning.arXiv preprint, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Deepseek-r1: Incentivizing reasoning capability in llms via reinforcement learning.arXiv preprint, 2025

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:38.346201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8e67493e-4c61-4983-9bd8-a29398e010fc · outbound

This paper cites Decoupled weight decay regularization.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Decoupled weight decay regularization

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:31.516131Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f22498d4-aee1-44fe-bf8b-9d3de22ba4c0 · outbound

This paper cites s1: Simple test-time scaling.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains s1: Simple test-time scaling

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:31.664951Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 129ac18c-d3d8-45f7-80ac-398555204060 · outbound

This paper cites Capabilities of GPT-4 on Medical Challenge Problems.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Capabilities of GPT-4 on Medical Challenge Problems

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:31.762854Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2e38dda6-533d-4637-aca7-88abc95212e8 · outbound

This paper cites GPT-4o System Card.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains GPT-4o System Card

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:31.805616Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a23c25b-a1a7-4ae4-bd90-c03ff8cddf42 · outbound

This paper cites Medmcqa: A large-scale multi-subject multi-choice dataset for medical domain question answering.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Medmcqa: A large-scale multi-subject multi-choice dataset for medical domain question answering

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:31.875875Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b064ae91-7bb8-49f5-a11d-061529955c26 · outbound

This paper cites Llm evaluators recognize and favor their own generations.Advances in Neural Information Processing Systems, 37:68772–68802, 2024.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Llm evaluators recognize and favor their own generations.Advances in Neural Information Processing Systems, 37:68772–68802, 2024

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:31.972846Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4d15d7d0-eef1-42aa-a693-9fbaf3263aff · outbound

This paper cites ReCEval: Evaluating Reasoning Chains via Correctness and Informativeness.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains ReCEval: Evaluating Reasoning Chains via Correctness and Informativeness

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:32.114341Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7672ffa0-45d1-4b64-9b30-7aefa701cd49 · outbound

This paper cites ZeRO: Memory opti- mizations toward training trillion parameter models.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains ZeRO: Memory opti- mizations toward training trillion parameter models

Reference 31

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:38.087445Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation dca7b647-c670-402f-b4b5-45aa900b8a58 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Proximal Policy Optimization Algorithms

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:32.453949Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53224f6e-7b4e-4ab6-9285-0f13495cd4a4 · outbound

This paper cites Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning.arXiv preprint arXiv:2504.13914, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Seed1.5-Thinking: Advancing Superb Reasoning Models with Reinforcement Learning.arXiv preprint arXiv:2504.13914, 2025

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:32.588627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4c77069-abd4-4c97-85a2-64de080ffde6 · outbound

This paper cites Chain of Logic: Rule-Based Reasoning with Large Language Models.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Chain of Logic: Rule-Based Reasoning with Large Language Models

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:32.686544Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 29164d6c-7811-4749-b999-aaf74366e062 · outbound

This paper cites Benchmarking Large Language Models for Math Reasoning Tasks.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Benchmarking Large Language Models for Math Reasoning Tasks

Reference 35

Resolution: verified exact; local_arxiv, observed 2026-08-07T11:33:36.068998Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 68489465-3881-4a23-bcf7-86f6184de09e · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:32.941847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fe7f3c56-813c-4a8b-9537-068befa1d671 · outbound

This paper cites Qwen2.5: A party of foundation models, September 2024.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Qwen2.5: A party of foundation models, September 2024

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:33.082416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e10cec3f-791d-475d-b1c1-ef57e33a37cd · outbound

This paper cites MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains MMLU-Pro: A More Robust and Challenging Multi-Task Language Understanding Benchmark

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:33.207108Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f7873fcd-0fcd-4537-a77d-6614009a898a · outbound

This paper cites Star-1: Safer alignment of reasoning llms with 1k data.arXiv preprint arXiv:2504.01903, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Star-1: Safer alignment of reasoning llms with 1k data.arXiv preprint arXiv:2504.01903, 2025

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:33.340389Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d1177444-0d78-4953-ba15-e2b6c5b46be9 · outbound

This paper cites MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains MedReason: Eliciting Factual Medical Reasoning Steps in LLMs via Knowledge Graphs

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:33.461626Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3ceb2bf4-31f3-4871-9975-592c9fcb1d87 · outbound

This paper cites A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor?

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:33.628956Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c010e386-1bac-4814-9045-3421fe9f1e4c · outbound

This paper cites RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains RCOT: Detecting and Rectifying Factual Inconsistency in Reasoning by Reversing Chain-of-Thought

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:33.766737Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75d3fe04-dd93-43c8-b428-6bd9287a36a2 · outbound

This paper cites Qwen3 technical report, 2025.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Qwen3 technical report, 2025

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:33.870910Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a8ad560-8696-4773-9b3c-59f8bbad3830 · outbound

This paper cites Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Qwen2.5-Math Technical Report: Toward Mathematical Expert Model via Self-Improvement

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:34.050760Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1a7a26cc-7c39-4336-b220-606ad9a09fa3 · outbound

This paper cites LIMO: Less is More for Reasoning.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains LIMO: Less is More for Reasoning

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:34.187408Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2334dc10-f27f-4747-8d66-2b915d69ccee · outbound

This paper cites Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:34.324219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 831e00fa-25c8-4172-9adb-342062953865 · outbound

This paper cites Online-dpo -r1: Unlocking effective reasoning without the ppo overhead.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Online-dpo -r1: Unlocking effective reasoning without the ppo overhead

Reference 47

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:37.920511Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation d864db78-78f2-47c2-8071-ff588464a83b · outbound

This paper cites Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Verify-and-Edit: A Knowledge-Enhanced Chain-of-Thought Framework

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:34.664997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b88cc0e5-d93c-4fef-8a9f-90ed663e0d5e · outbound

This paper cites MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains MedXpertQA: Benchmarking Expert-Level Medical Reasoning and Understanding

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-07T11:33:34.809777Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1eb70941-d6c5-487c-83f2-b1617547ebf1 · outbound

This paper cites planning.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains planning

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:37.477016Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 510d5c4e-42c2-4842-86a6-3be1b0e87f60 · outbound

This paper cites action" : a detailed description of the actions taken in this step.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains action" : a detailed description of the actions taken in this step

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:37.238152Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 8588112d-18d6-40ce-8058-5b88a17171bb · outbound

This paper cites step_text.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains step_text

Reference 53

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:36.969624Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 1b09d411-9ca0-46ce-895d-558d2821a2c7 · outbound

This paper cites an unresolved cited work.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains Unresolved cited work

Reference 54

Resolution: unresolved; raw_fallback, observed 2026-08-07T11:33:37.691645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation a775b924-3f46-4e69-afa1-f5ee4d3a0e47 · outbound

This paper cites query" :.

Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains query" :

Reference 55

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T11:33:36.727622Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Pith citing papers

Observation ebf9708b-2714-4238-8cc7-40dfcc9b8769 · inbound

Kernel-Based Sparse Additive Nonlinear Model Structure Detection through a Linearization Approach cites this paper.

Kernel-Based Sparse Additive Nonlinear Model Structure Detection through a Linearization Approach Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-06T05:37:35.270920Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 71114f53-b738-47e8-967a-9c4fa12edf78 · inbound

Prescriptive Scaling Reveals the Evolution of Language Model Capabilities cites this paper.

Prescriptive Scaling Reveals the Evolution of Language Model Capabilities Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T22:58:14.894642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 62c8e7d5-0d5b-49ca-8272-d8e6e32ac7ce · inbound

Spatiotemporal Hidden-State Dynamics as a Signature of Internal Reasoning in Large Language Models cites this paper.

Spatiotemporal Hidden-State Dynamics as a Signature of Internal Reasoning in Large Language Models Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains

Reference 24

Resolution: verified exact; arxiv_id, observed 2026-05-11T16:21:08.792769Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation f2fd2301-ed59-4121-89c4-612dc38c3841 · inbound

ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning cites this paper.

ClinSeekAgent: Automating Multimodal Evidence Seeking for Agentic Clinical Reasoning Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains

Reference 7

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:23:03.823103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation b108c978-aaa0-4e15-af7e-d170124bcbb1 · inbound

LLM Parameters for Math Across Languages: Shared or Separate? cites this paper.

LLM Parameters for Math Across Languages: Shared or Separate? Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains

Reference 22

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T21:28:59.011429Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.

Observation 23e2a58c-0da1-4563-b5bb-ca9237ff6cd3 · inbound

CausalMix: Data Mixture as Causal Inference for Language Model Training cites this paper.

CausalMix: Data Mixture as Causal Inference for Language Model Training Knowledge or Reasoning? A Close Look at How LLMs Think Across Domains

Reference 29

Resolution: metadata mismatch; arxiv_id, observed 2026-07-02T15:47:05.651702Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-16T06:30:59.297886+00:00.