Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-05-15T13:05:26.484571Z
Paper Citation Record · LEDGER
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs?
As of 4 August 2026, this Paper Citation Record lists 28 of 28 outbound references and 1 inbound Pith citation observation for arXiv:2604.06192.
A citation records a reference. It does not transfer a finding from one paper to another.
Coverage vector
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-02T08:13:28.115904Z
A source-named dated measurement, never combined with another source.
Source: cited_works
Reference resolution
28 of 28 outbound references displayed
- verified exact14
- verified fuzzy1
- unresolved1
- parse uncertain0
- malformed identifier0
- metadata mismatch12
External citation measurements
No source-named external measurement is stored.
Outbound references
Observation 7cf96308-182b-481c-a00c-60c390f5d2b3 · outbound
This paper cites The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? The Unreasonable Effectiveness of Entropy Minimization in LLM Reasoning
Reference 1
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-18T15:58:33.819070Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 494b6423-e593-49a0-b76d-8e0ad1ff6a36 · outbound
This paper cites Audenaert, K.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Audenaert, K
Reference 2
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.358108Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 6a329ef0-ff25-4903-8e2d-1396dbb77add · outbound
This paper cites URLhttps://doi.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? URLhttps://doi
Reference 3
- Resolution
- verified exact
- doi, observed 2026-05-15T13:05:38.073092Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 95e7f4bc-4768-4348-bdab-6c0de72d6620 · outbound
This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Reference 4
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T13:05:38.329484Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f3577796-d45f-4dba-963d-6a0291e012a7 · outbound
This paper cites Training Verifiers to Solve Math Word Problems.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Training Verifiers to Solve Math Word Problems
Reference 5
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T13:05:38.362584Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d520ead3-5170-4295-96da-1a88c9c8bf90 · outbound
This paper cites DeepSeek LLM: Scaling Open-Source Language Models with Longtermism.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
Reference 6
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T13:05:38.385804Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 635b2342-5f48-4523-aa69-d11da18f0a50 · outbound
This paper cites Farquhar, J.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Farquhar, J
Reference 7
- Resolution
- metadata mismatch
- doi, observed 2026-05-15T13:05:38.078087Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ba84a368-61f2-41ad-8e6d-44dd3c28a9f6 · outbound
This paper cites doi: 10.1038/s41562-025-02336-w.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? doi: 10.1038/s41562-025-02336-w
Reference 8
- Resolution
- verified exact
- doi, observed 2026-05-15T13:05:38.081172Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation beb9ef64-4a85-4d8a-ba0e-4188b9ffad93 · outbound
This paper cites Gemma 2: Improving Open Language Models at a Practical Size.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Gemma 2: Improving Open Language Models at a Practical Size
Reference 9
- Resolution
- verified exact
- local_arxiv, observed 2026-05-15T13:05:38.381944Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 437081fc-9f90-4a70-85ee-93b1004c9acf · outbound
This paper cites The Llama 3 Herd of Models.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? The Llama 3 Herd of Models
Reference 10
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T13:05:38.299472Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d2606a75-0593-428e-b5b2-501423940b5e · outbound
This paper cites doi: 10.1038/s41586-025-09422-z.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? doi: 10.1038/s41586-025-09422-z
Reference 11
- Resolution
- verified exact
- doi, observed 2026-05-15T13:05:38.058601Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a52706d9-32fa-4861-82e2-0d3cc1026abe · outbound
This paper cites Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction
Reference 12
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.315281Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8b7c5e86-fef0-420c-88b7-59fb9b1efe17 · outbound
This paper cites Position: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces!.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Position: Stop Anthropomorphizing Intermediate Tokens as Reasoning/Thinking Traces!
Reference 13
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-06-11T02:08:31.929594Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation e418f4a3-4ae6-42f5-90ae-4110c4325195 · outbound
This paper cites an unresolved cited work.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Unresolved cited work
Reference 14
- Resolution
- unresolved
- raw_fallback, observed 2026-05-15T13:05:38.708035Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4cd99504-8e54-4d99-9381-b7d6fef28897 · outbound
This paper cites org/abs/2508.03346.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? org/abs/2508.03346
Reference 15
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.334651Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 450733c3-4277-4466-9f9c-c87fa3680c09 · outbound
This paper cites Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Token Signature: Predicting Chain-of-Thought Gains with Token Decoding Feature in Large Language Models
Reference 16
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.349029Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 4aec89ed-5a74-492a-acf4-9a8bf663c41b · outbound
This paper cites Training language models to follow instructions with human feedback.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Training language models to follow instructions with human feedback
Reference 17
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T13:05:38.326476Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation a9070308-b854-4a41-8648-2366cb62259c · outbound
This paper cites Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Performative Thinking? The Brittle Correlation Between CoT Length and Problem Complexity
Reference 18
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.339339Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 17bf2c73-9ba8-4dc8-b55c-d231deaf5f3a · outbound
This paper cites Are NLP Models really able to Solve Simple Math Word Problems?.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Are NLP Models really able to Solve Simple Math Word Problems?
Reference 19
- Resolution
- metadata mismatch
- arxiv_id, observed 2026-05-16T17:30:49.973393Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation ca08a6a1-0656-44cd-bc6e-0550d617a479 · outbound
This paper cites Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Demystifying Reasoning Dynamics with Mutual Information: Thinking Tokens are Information Peaks in LLM Reasoning
Reference 20
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.323418Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation f209ee2e-2811-4367-a08d-98616e300e4f · outbound
This paper cites Qwen2.5 Technical Report.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Qwen2.5 Technical Report
Reference 21
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T13:05:38.319431Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 2955a6c1-8293-4664-a379-e66824bf8686 · outbound
This paper cites Shao, Z., Wang, P., Zhu, Q., Xu, R., Song, J., et al.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Shao, Z., Wang, P., Zhu, Q., Xu, R., Song, J., et al
Reference 22
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.067454Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation d5f9fac3-4894-4038-abc8-a169c7cd7478 · outbound
This paper cites Olmo 3.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Olmo 3
Reference 23
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T13:05:38.377509Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation c40a5041-653b-4244-a022-d252759e7469 · outbound
This paper cites Understanding Chain-of-Thought in LLMs through Information Theory.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Understanding Chain-of-Thought in LLMs through Information Theory
Reference 24
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.344606Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8bedf4cb-3fd0-4f7c-91fa-23915310967f · outbound
This paper cites Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning
Reference 25
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T13:05:38.310108Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 8906811d-7d64-4e30-b030-cbe09a2f9ab1 · outbound
This paper cites Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Reinforcement Learning with Verifiable Rewards Implicitly Incentivizes Correct Reasoning in Base LLMs
Reference 26
- Resolution
- metadata mismatch
- local_arxiv, observed 2026-05-15T13:05:38.304562Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 9fe62dd0-08f4-4fa0-bf45-4fa87ff76b19 · outbound
This paper cites Entropy-based Exploration Conduction for Multi-step Reasoning.
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? Entropy-based Exploration Conduction for Multi-step Reasoning
Reference 27
- Resolution
- verified exact
- arxiv_id, observed 2026-05-15T13:05:38.294606Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Observation 5b82ea5a-8fd1-4455-94ac-e95fab69cd0f · outbound
This paper cites SubstitutingY= (Q, C 1:k)yields P (k) e ≥ H(A|Q, C 1:k)−log 2 log(|A| −1).
The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? SubstitutingY= (Q, C 1:k)yields P (k) e ≥ H(A|Q, C 1:k)−log 2 log(|A| −1)
Reference 28
- Resolution
- verified fuzzy
- raw_fallback, observed 2026-05-15T13:05:38.704415Z
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-04T06:34:03.388597+00:00.
Pith citing papers
Observation 35becc0d-3ba7-43ad-9c67-fa5e38c87d4d · inbound
Adaptive Depth in Looped Transformers: Diagnosing Learned Halting Gates and Trajectory Readouts cites this paper.
Adaptive Depth in Looped Transformers: Diagnosing Learned Halting Gates and Trajectory Readouts The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs?
Reference 2026
- Resolution
- unresolved
- no resolver link, observed 2026-08-02T08:13:28.115904Z
Source-reported events for the cited work
Unavailable: canonical work link unavailable.