Paper Citation Record · LEDGER

SCA: Segment-Wise CoT Compression with Answer Alignment

As of 7 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2603.07598.

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

pith.paper-citation-record.v1
2603.07598 v2

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-02T18:39:31.544785Z

measured 25 of 25 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+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

25 of 25 outbound references displayed

verified exact0
verified fuzzy0
unresolved25
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 229cf69f-1680-4404-b0be-3260beae5832 · outbound

This paper cites Skip-thinking: Chunk-wise chain-of-thought distillation enable smaller language models to reason better and faster.

SCA: Segment-Wise CoT Compression with Answer Alignment Skip-thinking: Chunk-wise chain-of-thought distillation enable smaller language models to reason better and faster

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:28.659039Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa681059-6752-47c8-ac1d-dcdf157081eb · outbound

This paper cites Navigate through enigmatic labyrinth a survey of chain of thought reasoning: Advances, frontiers and future.

SCA: Segment-Wise CoT Compression with Answer Alignment Navigate through enigmatic labyrinth a survey of chain of thought reasoning: Advances, frontiers and future

Reference 2

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:28.763125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 64034ca9-8cf4-4d46-ba26-c79be105a81a · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

SCA: Segment-Wise CoT Compression with Answer Alignment Training Verifiers to Solve Math Word Problems

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:28.871256Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0f189b6f-982d-4f59-90d9-0e3f07125ccb · outbound

This paper cites an unresolved cited work.

SCA: Segment-Wise CoT Compression with Answer Alignment Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:28.985226Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 514fcd0e-0a35-4c7a-a7ce-60261fb31205 · outbound

This paper cites Sutherland, Xiaoxiao Li, and Christos Thrampoulidis.

SCA: Segment-Wise CoT Compression with Answer Alignment Sutherland, Xiaoxiao Li, and Christos Thrampoulidis

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.060980Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 027fd54c-b9ad-4ced-9e6a-14b25e82bedc · outbound

This paper cites Cot-evo: Evolutionary distillation of chain-of-thought for scientific reasoning.

SCA: Segment-Wise CoT Compression with Answer Alignment Cot-evo: Evolutionary distillation of chain-of-thought for scientific reasoning

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.174691Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d6daa65-1aaa-4881-9f9d-95c6bdbe5b39 · outbound

This paper cites Solving quantitative reasoning problems with language models.

SCA: Segment-Wise CoT Compression with Answer Alignment Solving quantitative reasoning problems with language models

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.282528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80fe38db-8982-4bdf-8cfe-a4e5f1d7d6aa · outbound

This paper cites SSVPO: Effective step-level credit assignment for RL training of language models.

SCA: Segment-Wise CoT Compression with Answer Alignment SSVPO: Effective step-level credit assignment for RL training of language models

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.401056Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 626567ca-6b48-4daa-a1aa-629eafe7778a · outbound

This paper cites Making slow thinking faster: Compressing LLM chain-of-thought via step entropy.

SCA: Segment-Wise CoT Compression with Answer Alignment Making slow thinking faster: Compressing LLM chain-of-thought via step entropy

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.520897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d4e49ec8-3c8c-40d9-a5e6-930c9ddf35a9 · outbound

This paper cites Chain of thought empowers transformers to solve inherently serial problems.

SCA: Segment-Wise CoT Compression with Answer Alignment Chain of thought empowers transformers to solve inherently serial problems

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.624856Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 764b9090-10ec-45fd-bb2b-f9f48544e1be · outbound

This paper cites Deepcompress: A dual reward strategy for dynamically exploring and compressing reasoning chains.

SCA: Segment-Wise CoT Compression with Answer Alignment Deepcompress: A dual reward strategy for dynamically exploring and compressing reasoning chains

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.738262Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 626a610c-313a-42fd-8c63-4d10696cb517 · outbound

This paper cites Wu, Ilia Sucholutsky, Tania Lombrozo, and Thomas L.

SCA: Segment-Wise CoT Compression with Answer Alignment Wu, Ilia Sucholutsky, Tania Lombrozo, and Thomas L

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.845180Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f39ceb65-50c9-4534-8205-6d8a8966c5f2 · outbound

This paper cites Can language models learn to skip steps? InThe Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024.

SCA: Segment-Wise CoT Compression with Answer Alignment Can language models learn to skip steps? InThe Thirty-eighth Annual Conference on Neural Information Processing Systems, 2024

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:29.959640Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e9336e0b-d71b-45fe-9c05-b8c8486f7f24 · outbound

This paper cites Cot-valve: Length- compressible chain-of-thought tuning.

SCA: Segment-Wise CoT Compression with Answer Alignment Cot-valve: Length- compressible chain-of-thought tuning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:30.072678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0380151a-595c-4b73-931c-a65d69fdd833 · outbound

This paper cites American invitational mathematics examination (aime).

SCA: Segment-Wise CoT Compression with Answer Alignment American invitational mathematics examination (aime)

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:30.213113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8fd5315b-a178-4a24-adfa-7de2321abf46 · outbound

This paper cites American mathematics competitions (amc 12).

SCA: Segment-Wise CoT Compression with Answer Alignment American mathematics competitions (amc 12)

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:30.367932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation df3f282d-6f58-4197-9381-76d85b311dd1 · outbound

This paper cites Codi: Compressing chain-of-thought into continuous space via self-distillation.

SCA: Segment-Wise CoT Compression with Answer Alignment Codi: Compressing chain-of-thought into continuous space via self-distillation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:30.519471Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3db9c126-2b43-427d-bd1e-28f87da65860 · outbound

This paper cites Think silently, think fast: Dynamic latent compression of llm reasoning chains.ArXiv, abs/2505.16552, 2025.

SCA: Segment-Wise CoT Compression with Answer Alignment Think silently, think fast: Dynamic latent compression of llm reasoning chains.ArXiv, abs/2505.16552, 2025

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:30.690955Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 80c533aa-4be3-41ef-8a5b-4d75fe30b7cf · outbound

This paper cites Understanding chain-of-thought in LLMs through information theory.

SCA: Segment-Wise CoT Compression with Answer Alignment Understanding chain-of-thought in LLMs through information theory

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:30.804328Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3b4833ac-7c26-4ddb-9991-abce3efe3098 · outbound

This paper cites Polymath: Evaluating mathematical reasoning in multilingual contexts.arXiv preprint arXiv:2504.18428, 2025.

SCA: Segment-Wise CoT Compression with Answer Alignment Polymath: Evaluating mathematical reasoning in multilingual contexts.arXiv preprint arXiv:2504.18428, 2025

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:30.957602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a4551278-10c5-48e8-85a7-2a5c869fc76c · outbound

This paper cites SIM-cot: Supervised implicit chain-of-thought.

SCA: Segment-Wise CoT Compression with Answer Alignment SIM-cot: Supervised implicit chain-of-thought

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:31.029919Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cb2c1fd7-1bb6-4d21-9620-046727ce2588 · outbound

This paper cites TokenSkip: Controllable chain- of-thought compression in LLMs.

SCA: Segment-Wise CoT Compression with Answer Alignment TokenSkip: Controllable chain- of-thought compression in LLMs

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:31.141843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fc33d4f1-8aae-441c-9104-036cdc912a21 · outbound

This paper cites Qwen3 technical report, 2025.

SCA: Segment-Wise CoT Compression with Answer Alignment Qwen3 technical report, 2025

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:31.247860Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2d849521-7f8d-41d3-a889-587dcbe5ea52 · outbound

This paper cites Group-relative REINFORCE is secretly an off-policy algorithm: Demystifying some myths about GRPO and its friends.

SCA: Segment-Wise CoT Compression with Answer Alignment Group-relative REINFORCE is secretly an off-policy algorithm: Demystifying some myths about GRPO and its friends

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:31.404122Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b5523c16-b0b4-41b5-b51c-28646471ece0 · outbound

This paper cites what works.

SCA: Segment-Wise CoT Compression with Answer Alignment what works

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T18:39:31.544785Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.