Paper Citation Record · LEDGER

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction

As of 18 August 2026, this Paper Citation Record lists 22 of 22 outbound references and 1 inbound Pith citation observation for arXiv:2508.20395.

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

pith.paper-citation-record.v1
2508.20395 v1

Coverage vector

measured 22 of 22 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:10:44.741625Z

measured 23 of 23 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-17T06:30:58.91139+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-05-15T13:05:26.484571Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T13:05:38.312711Z

Reference resolution

22 of 22 outbound references displayed

verified exact0
verified fuzzy0
unresolved22
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation a7ce498a-f39b-410e-8c03-ce890cbf683e · outbound

This paper cites online" 'onlinestring :=.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction online" 'onlinestring :=

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.618004Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1fe01dc8-b2d7-402e-8a6c-0a84c6fe790e · outbound

This paper cites write newline.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction write newline

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.624034Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation daa40da3-3ebd-4c7e-b39b-bd32bda49920 · outbound

This paper cites Language Models are Few-Shot Learners.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Language Models are Few-Shot Learners

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.629726Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7f883b2-ff07-47c5-b170-6656a986205d · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Training Verifiers to Solve Math Word Problems

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.636212Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 55fe5eb7-88ce-4132-9456-04a88ecde8e2 · outbound

This paper cites DeepSeek-V3 Technical Report.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction DeepSeek-V3 Technical Report

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.642733Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a1a6c6b-0194-40f2-8c67-d2b0c187aae5 · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.648636Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c897a6e2-1b8a-4388-8e16-32f517c7bda5 · outbound

This paper cites an unresolved cited work.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Unresolved cited work

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.655314Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4353d004-df15-4381-a620-2b2307162c78 · outbound

This paper cites an unresolved cited work.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Unresolved cited work

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.662086Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 921a1f23-82a5-4321-a76b-46660f9d7513 · outbound

This paper cites OpenAI o1 System Card.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction OpenAI o1 System Card

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.668757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 918152a6-c6cb-4cfb-a495-2a17a47f5565 · outbound

This paper cites GPT-4 Technical Report.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction GPT-4 Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.675159Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fee886d7-0895-44a3-8014-4d0a2ab188e7 · outbound

This paper cites an unresolved cited work.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:45.311712Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation 315e39a3-a3e1-42ce-9013-b31568c7bf56 · outbound

This paper cites an unresolved cited work.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Unresolved cited work

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.687286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 98308103-c12e-4a35-b0ad-9a914df85957 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.692922Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f7b674f-0391-4577-bb2c-04ffc05fca36 · outbound

This paper cites an unresolved cited work.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.699217Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c980f9a5-41b9-429b-bf28-1526739f953b · outbound

This paper cites Chi, Quoc V Le, and Denny Zhou.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Chi, Quoc V Le, and Denny Zhou

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.704286Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b6d09fd8-40df-473c-aa16-c1fe632e7b48 · outbound

This paper cites an unresolved cited work.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Unresolved cited work

Reference 16

Resolution: unresolved; raw_fallback, observed 2026-08-05T15:10:45.280489Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-17T06:30:58.91139+00:00.

Observation c695e258-cc2d-45f5-94e8-9eb528d41f36 · outbound

This paper cites an unresolved cited work.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Unresolved cited work

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.714171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8e66e409-cbe7-4d3c-a022-9385cd911804 · outbound

This paper cites SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.719986Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fab457b2-cd26-4b33-88b6-4092b613a854 · outbound

This paper cites Qwen3 Technical Report.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Qwen3 Technical Report

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.725229Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47b30a52-e1a7-4ca9-b2b1-a9c5faa5c91a · outbound

This paper cites Griffiths, Yuan Cao, and Karthik R Narasimhan.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Griffiths, Yuan Cao, and Karthik R Narasimhan

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.730762Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a53cd198-884b-4cc0-9730-6ea5434d034d · outbound

This paper cites Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Bridging Internal Probability and Self-Consistency for Effective and Efficient LLM Reasoning

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.735773Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c7637bad-3e82-4e4e-bb5c-73dafb46d319 · outbound

This paper cites an unresolved cited work.

Measuring Reasoning Utility in LLMs via Conditional Entropy Reduction Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T15:10:44.741625Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation a52706d9-32fa-4861-82e2-0d3cc1026abe · inbound

The Stepwise Informativeness Assumption: Why are Entropy Dynamics and Reasoning Correlated in LLMs? cites this paper.

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 2026-08-17T06:30:58.91139+00:00.