Paper Citation Record · LEDGER

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning

As of 9 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 1 inbound Pith citation observation for arXiv:2502.10428.

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

pith.paper-citation-record.v1
2502.10428 v4

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T20:51:16.762207Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 1 of 1 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T12:11:10.156882Z

measured 0 of 1 external citation measurements

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

Source: pith, observed 2026-08-07T12:11:18.363214Z

Reference resolution

24 of 24 outbound references displayed

verified exact1
verified fuzzy4
unresolved19
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 52325f61-6b07-42df-8912-b1f22415cfd5 · outbound

This paper cites o3-mini vs DeepSeek-R1: Which One is Safer?.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning o3-mini vs DeepSeek-R1: Which One is Safer?

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.645715Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a909347b-f972-4a1a-bee5-74545b410dc1 · outbound

This paper cites Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Do NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.651657Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e90382b5-62e7-4c15-99b6-fec47dfedd4a · outbound

This paper cites A., Wei, L., & Min, Z.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning A., Wei, L., & Min, Z

Reference 3

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:51:17.191408Z

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 1e0fc863-b17b-47c4-91de-64479164cb85 · outbound

This paper cites DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning DeepSeekMoE: Towards Ultimate Expert Specialization in Mixture-of-Experts Language Models

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.662176Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 78fa3c1a-2854-44f5-8023-ac7dcb6349dc · outbound

This paper cites an unresolved cited work.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Unresolved cited work

Reference 5

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:51:17.177182Z

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 614d5681-dd18-48c9-98fb-3f8b41cf299b · outbound

This paper cites an unresolved cited work.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Unresolved cited work

Reference 6

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:51:17.161572Z

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 819766d0-eca4-4fd3-afbc-613cf998e259 · outbound

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

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.677982Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c9e87381-d63c-49e1-ba34-32b38573dfa0 · outbound

This paper cites O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning O1 Replication Journey -- Part 2: Surpassing O1-preview through Simple Distillation, Big Progress or Bitter Lesson?

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.684149Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09901895-e362-4a53-adb2-f87bde17d455 · outbound

This paper cites The Impact of Reasoning Step Length on Large Language Models.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning The Impact of Reasoning Step Length on Large Language Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.689289Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation eac93bd3-f963-4310-b4d0-aa802cee5043 · outbound

This paper cites From Text to Transformation: A Comprehensive Review of Large Language Models' Versatility.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning From Text to Transformation: A Comprehensive Review of Large Language Models' Versatility

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.694164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cd3429f9-6834-4b93-913e-64b7af79724d · outbound

This paper cites an unresolved cited work.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Unresolved cited work

Reference 11

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:51:17.146690Z

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 8a4d84b1-6ebc-47ae-a3ab-c1d61ba3ffd5 · outbound

This paper cites DeepSeek-V3 Technical Report.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning DeepSeek-V3 Technical Report

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.703659Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 801a8e4a-6c99-4588-8691-3f32e92852e4 · outbound

This paper cites From GPT-4 to Gemini and Beyond: Assessing the Landscape of MLLMs on Generalizability, Trustworthiness and Causality through Four Modalities.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning From GPT-4 to Gemini and Beyond: Assessing the Landscape of MLLMs on Generalizability, Trustworthiness and Causality through Four Modalities

Reference 13

Resolution: verified exact; local_arxiv, observed 2026-08-08T20:51:16.946351Z

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 baacc1a6-b538-4d4e-bf01-7025b4327245 · outbound

This paper cites Dense Training, Sparse Inference: Rethinking Training of Mixture-of-Experts Language Models.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Dense Training, Sparse Inference: Rethinking Training of Mixture-of-Experts Language Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.713812Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 88419304-34b7-489b-87a3-160a07a81e7b · outbound

This paper cites O1 Replication Journey: A Strategic Progress Report -- Part 1.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning O1 Replication Journey: A Strategic Progress Report -- Part 1

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.718723Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfd7b731-b72e-404a-a963-608ae9401928 · outbound

This paper cites Proximal Policy Optimization Algorithms.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Proximal Policy Optimization Algorithms

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.723524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ab3b9865-f793-420b-a33f-bdec0ab43654 · outbound

This paper cites O'Reilly Media, Inc.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning O'Reilly Media, Inc

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:51:17.131482Z

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 def600f0-fbbc-4a95-960e-4895c1e2ea77 · outbound

This paper cites an unresolved cited work.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Unresolved cited work

Reference 18

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:51:17.117450Z

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 4ebbec77-dca5-483c-8baa-e6aff6e227b3 · outbound

This paper cites an unresolved cited work.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning Unresolved cited work

Reference 19

Resolution: unresolved; raw_fallback, observed 2026-08-08T20:51:17.102903Z

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 e10b5fca-7a3b-407c-916c-99e5a0e88c2d · outbound

This paper cites DRT: Deep Reasoning Translation via Long Chain-of-Thought.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning DRT: Deep Reasoning Translation via Long Chain-of-Thought

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.742154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c65f57ca-726d-4ff7-a7d4-344c2aa75139 · outbound

This paper cites & Zhou, D.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning & Zhou, D

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:51:17.087664Z

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 a94e1cca-6cea-46b3-bd8e-c45649e4fd76 · outbound

This paper cites OpenRFT: Adapting Reasoning Foundation Model for Domain-specific Tasks with Reinforcement Fine-Tuning.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning OpenRFT: Adapting Reasoning Foundation Model for Domain-specific Tasks with Reinforcement Fine-Tuning

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.752470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9408870e-93ef-45d2-9b2d-252ba22e9ed6 · outbound

This paper cites & Yin, L.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning & Yin, L

Reference 23

Resolution: verified fuzzy; raw_fallback, observed 2026-08-08T20:51:17.073082Z

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 0d1e2055-0428-4a0c-b198-d63dceb7e519 · outbound

This paper cites & Liu, T.

Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning & Liu, T

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T20:51:16.762207Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation ecad3f9b-6d8c-4f23-b9f3-98f63d458747 · inbound

Evaluation of LLMs for mathematical problem solving cites this paper.

Evaluation of LLMs for mathematical problem solving Dynamic Chain-of-Thought: Towards Adaptive Deep Reasoning

Reference 99

Resolution: verified exact; local_arxiv, observed 2026-08-07T12:11:18.461725Z

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.