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Paper Citation Record · LEDGER

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis

As of 5 August 2026, this Paper Citation Record lists 56 of 56 outbound references and 0 inbound Pith citation observations for arXiv:2606.20075.

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

pith.paper-citation-record.v1
2606.20075 v1

Coverage vector

measured 56 of 56 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-26T18:24:27.927846Z

measured 56 of 56 standing notices

One-hop event checks from named stored sources.

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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

56 of 56 outbound references displayed

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External citation measurements

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Outbound references

Observation e525ad0e-bdf2-4118-ad64-1bd6e9163e8c · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 1

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Observation 9942a7bd-dd8b-4ded-b0c4-8c872bb2da60 · outbound

This paper cites Advances in Neural Information Processing Systems , editor=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Advances in Neural Information Processing Systems , editor=

Reference 2

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Observation 75c51977-4534-451e-b4b3-06bd013efc61 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 3

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Observation f0c4f0bd-29c0-40a3-b4cc-9a9017c2c655 · outbound

This paper cites Transactions on Machine Learning Research , issn=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Transactions on Machine Learning Research , issn=

Reference 4

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Observation c869bfa7-6738-41be-b0ae-82050508172b · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 5

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Observation 60db9505-fa70-4d07-bfc1-500c4e2d3233 · outbound

This paper cites Soft Thinking: Unlocking the Reasoning Potential of.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Soft Thinking: Unlocking the Reasoning Potential of

Reference 6

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This paper cites Nature , volume =.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Nature , volume =

Reference 7

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Observation 729df6c9-4121-4e97-874d-2c2ecef24841 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 8

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Observation ca863e63-331f-492d-aeef-cf0ab3e0c99f · outbound

This paper cites Second Conference on Language Modeling , year=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Second Conference on Language Modeling , year=

Reference 9

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Observation 64849869-afdf-4fa6-9c83-0bd4f5c78491 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 10

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Observation 4daad53c-f353-4411-b150-e522dd76e234 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 11

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Observation bcc9fa0d-f77d-4bca-99bf-ef29528d9881 · outbound

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2026 , eprint=

Reference 12

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Observation a7fcad6b-5245-41b6-8f88-5842b6487492 · outbound

This paper cites Unveiling the key factors for distilling chain-of-thought reasoning.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Unveiling the key factors for distilling chain-of-thought reasoning

Reference 13

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Observation 868a1e08-3529-4c33-80a1-0dc1fd1a9d76 · outbound

This paper cites Language models can learn implicit multi-hop reasoning, but only if they have lots of training data.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Language models can learn implicit multi-hop reasoning, but only if they have lots of training data

Reference 14

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This paper cites 2024 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2024 , eprint=

Reference 15

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Observation 5a58e292-dd05-4ea2-93b1-2165c0679904 · outbound

This paper cites The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=

Reference 16

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Observation d96c7469-4b95-4a2c-8a8f-b4d55b6e558c · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 17

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Unresolved cited work

Reference 18

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2026 , eprint=

Reference 19

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 20

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Observation 274b2027-b36d-4005-a088-63a7017c4fed · outbound

This paper cites The Eleventh International Conference on Learning Representations , year=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis The Eleventh International Conference on Learning Representations , year=

Reference 21

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2022 , url=

Reference 22

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Proceedings of the IEEE/CVF conference on computer vision and pattern recognition , pages=

Reference 23

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2026 , eprint=

Reference 24

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis ArXiv , year=

Reference 25

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Unresolved cited work

Reference 26

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Observation 82d091bd-8223-457a-ae2e-856b1ca4d11c · outbound

This paper cites The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis The Thirty-ninth Annual Conference on Neural Information Processing Systems , year=

Reference 27

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 28

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Observation 4c92158f-3ad6-4c28-9974-b2b325ea76fe · outbound

This paper cites Think Silently, Think Fast: Dynamic Latent Compression of.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Think Silently, Think Fast: Dynamic Latent Compression of

Reference 29

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This paper cites 2024 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2024 , eprint=

Reference 30

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Observation 19af3494-bc3a-4832-9749-5704ea0540ad · outbound

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2023 , eprint=

Reference 31

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2021 , eprint=

Reference 32

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This paper cites OpenAI blog , volume=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis OpenAI blog , volume=

Reference 33

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Advances in Neural Information Processing Systems , editor=

Reference 34

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Observation 3939c284-29ae-45f4-afb2-3b88b9866cee · outbound

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis What Happened in LLM s Layers when Trained for Fast vs

Reference 35

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Observation 0b41048f-80e7-4965-81e6-2527bbbeea7f · outbound

This paper cites CODI: compress- ing chain-of-thought into continuous space via self-distillation.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis CODI: compress- ing chain-of-thought into continuous space via self-distillation

Reference 36

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No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

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What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 39th Conference on Neural Information Processing Systems (NeurIPS 2025) , year=

Reference 37

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Observation a232b532-51e2-4ebf-8cce-6f6f25efa25a · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 38

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Observation 06425d61-2b48-4a94-b9de-51cbcadfc5eb · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 39

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Observation b5cdfb15-4879-4b4a-b270-db1da1b59448 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 40

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Observation 9635ce91-2d38-43af-9778-a7ab10897d76 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 41

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:6d8f5e0857410bac5ae41d16dd8557c56352dc05e235ce562bb546c786ff38e2

Observation d56a72b9-5150-41c1-b327-7febead3fbbb · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 42

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:d5fb5197ac39558d40a5d3a0cb4aa708bfeea7d9b5c41ad34ad7614242f6ab24

Observation 132e9a44-645f-4f4b-92ac-059cf6781dae · outbound

This paper cites Understanding Chain-of-Thought in.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Understanding Chain-of-Thought in

Reference 43

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Observation 05cba4fb-c20c-4b9c-a874-41cc7a717668 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 44

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:fd562730ca494d4901673bf26bf822c927af0d4015d7d81a06dc89750b41af8c

Observation 8b11d840-ab19-45f1-af98-ea0fa5041b54 · outbound

This paper cites Analyzing Chain-of-thought Prompting in Black-Box Large Language Models via Estimated V -information.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Analyzing Chain-of-thought Prompting in Black-Box Large Language Models via Estimated V -information

Reference 45

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:656491167edaea0e64bfca9f3b631c936a85b6b70355ad2254d599eb711dcfdc

Observation 0e241618-34d2-439d-9518-6068cabea296 · outbound

This paper cites The Twelfth International Conference on Learning Representations , year=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis The Twelfth International Conference on Learning Representations , year=

Reference 46

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Observation 2651fc65-985c-4e41-9b2d-e66a795a8a29 · outbound

This paper cites First Conference on Language Modeling , year=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis First Conference on Language Modeling , year=

Reference 47

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Observation 1aa27102-a586-437a-a710-6551d215f23a · outbound

This paper cites Bowman , booktitle=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Bowman , booktitle=

Reference 48

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:f5e90766249c3c1220739bb7ab5da37bf3f5e75804b68113bec7cd2ef07e1d38

Observation 370eb769-0423-426a-8314-6eb011025913 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 49

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:6865baad1b627e095e12cfbbefe602ba8a948423978fd1299c9ac829adf6e37d

Observation e4673370-4dca-4ccf-834b-2be4d26c1262 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 50

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:48ffbe74210dc05638de033c19d8c54e842783d6a0dfe0d5fe1764f511d3d261

Observation f1159208-adcf-4f78-adee-d27937476b36 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 51

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:401ff91770665dacbe6ac3b0be5b81f23b28465388d4ad1c54dd749767d06247

Observation b73467f7-668d-48b6-aa72-3c8046ecdf0b · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 52

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:64187d0a8b8451a940629eee803f796ff22b8ea4971a2251ef4cc9f8b1a83b21

Observation 08a3dd91-ec92-443f-ad3f-86f244cfa975 · outbound

This paper cites Implicit Reasoning in Transformers is Reasoning through Shortcuts.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis Implicit Reasoning in Transformers is Reasoning through Shortcuts

Reference 53

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:d477c032ce1c7d8383a26c3160b721db6cd4c059c9f3689662fa7290a90211b1

Observation ef470faf-e12c-4baf-a92a-9fc5eebeaa45 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 54

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:e3eba13a19738b31c2622d6da41c4e7de9ae6ced3c9144d570d1e850ee871fb3

Observation 2a63576b-a759-4813-b6ac-3766660b4f60 · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 55

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:b44eafcecde78e77895198350011253f8bee83da8c6c349efbab0ce1a6da6562

Observation 354bb5d6-1565-443d-8a06-50c1caf113be · outbound

This paper cites 2025 , eprint=.

What Makes Effective Supervision in Latent Chain-of-Thought: An Information-Theoretic Analysis 2025 , eprint=

Reference 56

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source=arxiv_source observed=2026-06-26T18:24:27.927846Z digest=sha256:635ee7c71353e4731be11aaa0ff4db512cab1c70bfedd550d24d5c6c132318c0

Pith citing papers

No inbound Pith citation observations are available.