Paper Citation Record · LEDGER

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs

As of 8 August 2026, this Paper Citation Record lists 21 of 21 outbound references and 0 inbound Pith citation observations for arXiv:2507.03327.

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

pith.paper-citation-record.v1
2507.03327 v1

Coverage vector

measured 21 of 21 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-06T20:18:15.722257Z

measured 21 of 21 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

21 of 21 outbound references displayed

verified exact0
verified fuzzy7
unresolved14
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation bc7e0759-1f7b-40e3-91ec-fcfc6a31e092 · outbound

This paper cites Cosmopedia, 2024.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Cosmopedia, 2024

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:18:15.891103Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation b864323e-f0fb-4471-98ef-60caafe61471 · outbound

This paper cites DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.669653Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7562b0a9-b17c-4b2f-bfb2-e0d3fb8d7fa4 · outbound

This paper cites Cepo: Empowering llama with reasoning using test-time compute.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Cepo: Empowering llama with reasoning using test-time compute

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:18:15.883711Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 1723e264-c8c0-467e-aaab-bc85243deb98 · outbound

This paper cites The Pile: An 800GB Dataset of Diverse Text for Language Modeling.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.676642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f837ea9-8f15-4b55-9dd8-1ff4f6278c64 · outbound

This paper cites Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Gemini 1.5: Unlocking multimodal understanding across millions of tokens of context

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.680164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80217f0e-e5db-4a20-8cb6-0078ca94101b · outbound

This paper cites The Llama 3 Herd of Models.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs The Llama 3 Herd of Models

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.682828Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb154680-94af-443b-bea9-7327501ff869 · outbound

This paper cites What disease does this patient have? a large-scale open domain question answering dataset from medical exams.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs What disease does this patient have? a large-scale open domain question answering dataset from medical exams

Reference 7

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:18:15.876116Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 06679556-0779-4f82-915d-41f4319bf107 · outbound

This paper cites Rho-1: Not All Tokens Are What You Need.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Rho-1: Not All Tokens Are What You Need

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.688795Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da55a12d-b461-40a8-a3e8-040ab07d6193 · outbound

This paper cites Introducing openai o1.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Introducing openai o1

Reference 9

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:18:15.866954Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 2c820dd2-ce28-4fd3-a7e0-1379c701f70c · outbound

This paper cites The fineweb datasets: Decanting the web for the finest text data at scale.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs The fineweb datasets: Decanting the web for the finest text data at scale

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.693804Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 400f7bd1-b439-4aef-851d-bc23c2067c11 · outbound

This paper cites Qwq-32b: Embracing the power of reinforcement learning, March 2025.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Qwq-32b: Embracing the power of reinforcement learning, March 2025

Reference 11

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:18:15.854780Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation dee3c770-1520-48ed-88ae-c9d06cf2bba2 · outbound

This paper cites Analysing Mathematical Reasoning Abilities of Neural Models.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Analysing Mathematical Reasoning Abilities of Neural Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.698591Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 40220ffa-eb19-4c9e-a032-6a5be21491b6 · outbound

This paper cites Ultratextbooks-2.0.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Ultratextbooks-2.0

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:18:15.846889Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation e22f800d-74e1-4245-90f8-a24f4af4c927 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.703955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b9ec58d0-6289-4153-ab14-aa517b1b1ebf · outbound

This paper cites Chain-of-Thought Prompting Elicits Reasoning in Large Language Models.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Chain-of-Thought Prompting Elicits Reasoning in Large Language Models

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.706413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4fc5b72c-59dc-4dc9-967f-eb576e9c0964 · outbound

This paper cites Re-Reading Improves Reasoning in Large Language Models.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Re-Reading Improves Reasoning in Large Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.708965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0cc6e5c-f391-486f-8671-1b93e15810d9 · outbound

This paper cites ExACT: Teaching AI Agents to Explore with Reflective-MCTS and Exploratory Learning.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs ExACT: Teaching AI Agents to Explore with Reflective-MCTS and Exploratory Learning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.711419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 247510c1-b1a5-4de9-958b-04c52b3444a2 · outbound

This paper cites write newline.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs write newline

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.713940Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab5ee34e-7ce3-4ac8-a870-250f4cdf57b8 · outbound

This paper cites @esa (Ref.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs @esa (Ref

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.717146Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 079b9714-44ca-4634-a4ba-f011f919328b · outbound

This paper cites an unresolved cited work.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-06T20:18:15.719944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bf267760-8608-4c83-89e8-a937fa801335 · outbound

This paper cites pretrain with a ``read'' mode ``Read Buddy'' further amplifies benefits Base vs SFT model -- applicable to both Sliding window for read buddy At different model scales enumerate 1.

Read Quietly, Think Aloud: Decoupling Comprehension and Reasoning in LLMs pretrain with a ``read'' mode ``Read Buddy'' further amplifies benefits Base vs SFT model -- applicable to both Sliding window for read buddy At different model scales enumerate 1

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-06T20:18:15.824329Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Pith citing papers

No inbound Pith citation observations are available.