Paper Citation Record · LEDGER

Implicit Reasoning in Large Language Models: A Comprehensive Survey

As of 14 August 2026, this Paper Citation Record lists 90 of 90 outbound references and 16 inbound Pith citation observations for arXiv:2509.02350.

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

pith.paper-citation-record.v1
2509.02350 v1

Coverage vector

measured 90 of 90 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T11:39:36.851125Z

measured 106 of 106 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-14T06:32:32.682623+00:00

measured 16 of 16 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T04:22:10.213699Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

90 of 90 outbound references displayed

verified exact1
verified fuzzy9
unresolved80
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

Observation 96b76d58-9815-441f-a880-ac1858404325 · outbound

This paper cites Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Phi-3 Technical Report: A Highly Capable Language Model Locally on Your Phone

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.412170Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9598af56-7e2a-4d38-8d6a-fb4ac4bde07a · outbound

This paper cites an unresolved cited work.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.439120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 807935f3-e343-40eb-a9da-3cacc44d1632 · outbound

This paper cites One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling.

Implicit Reasoning in Large Language Models: A Comprehensive Survey One Billion Word Benchmark for Measuring Progress in Statistical Language Modeling

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.454438Z

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Observation c09a52cd-4b2b-4fe6-be69-63126862ce79 · outbound

This paper cites Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.464742Z

Source-reported events for the cited work

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Observation c9dada89-9e33-496f-9961-ea29f8970a68 · outbound

This paper cites Quac: Question answering in context.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Quac: Question answering in context

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.475484Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 17280a09-90a3-47c7-b5e3-9f1be5095b10 · outbound

This paper cites Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.479802Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3bfd4b90-3d2d-40d2-81ed-02c1b19dd021 · outbound

This paper cites Training Verifiers to Solve Math Word Problems.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Training Verifiers to Solve Math Word Problems

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.485101Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 763a6bd4-53f6-4d6c-bc9a-74d45904bb3a · outbound

This paper cites OpenAI o1 System Card.

Implicit Reasoning in Large Language Models: A Comprehensive Survey OpenAI o1 System Card

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.489787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e02fef43-a545-4d91-b04e-a3308a346844 · outbound

This paper cites Russell Cooper and Andrew A John.Macroeconomics: Theory through applications.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Russell Cooper and Andrew A John.Macroeconomics: Theory through applications

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.495151Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 984d0278-2c30-4b3c-914e-102a4b7b8adc · outbound

This paper cites Sparse Autoencoders Find Highly Interpretable Features in Language Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Sparse Autoencoders Find Highly Interpretable Features in Language Models

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.499521Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ef43ff2a-27f2-4482-9f90-16ab584a7124 · outbound

This paper cites Implicit Chain of Thought Reasoning via Knowledge Distillation.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Implicit Chain of Thought Reasoning via Knowledge Distillation

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.504316Z

Source-reported events for the cited work

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Observation fdef445c-b3a5-4953-84e7-4552c08ec79e · outbound

This paper cites From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step.

Implicit Reasoning in Large Language Models: A Comprehensive Survey From Explicit CoT to Implicit CoT: Learning to Internalize CoT Step by Step

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.510005Z

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Observation 31c5e5b6-ca5c-40ac-84d7-1aeda2282192 · outbound

This paper cites Drop: A reading comprehension benchmark requiring discrete reasoning over paragraphs.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Drop: A reading comprehension benchmark requiring discrete reasoning over paragraphs

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.515642Z

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Observation c8e735fd-52c7-4dec-bebb-7c33af633766 · outbound

This paper cites When Chain of Thought is Necessary, Language Models Struggle to Evade Monitors.

Implicit Reasoning in Large Language Models: A Comprehensive Survey When Chain of Thought is Necessary, Language Models Struggle to Evade Monitors

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.521013Z

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Observation c1f49abb-7da4-47c4-8008-68286d13377b · outbound

This paper cites Thinkless: LLM Learns When to Think.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Thinkless: LLM Learns When to Think

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.526564Z

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Observation 60948be0-0ddf-4f03-baec-834c76fbca01 · outbound

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

Implicit Reasoning in Large Language Models: A Comprehensive Survey The Pile: An 800GB Dataset of Diverse Text for Language Modeling

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.532118Z

Source-reported events for the cited work

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Observation 29fee6bf-f3f0-4051-ab48-21f69aca2e83 · outbound

This paper cites Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.536974Z

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Observation 5feae8a6-3287-403c-86f5-ad5202bdaf18 · outbound

This paper cites Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Latent Preference Coding: Aligning Large Language Models via Discrete Latent Codes

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.541713Z

Source-reported events for the cited work

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Observation 76cbd300-245b-4b9e-b32f-d44f27e83d5a · outbound

This paper cites Continuous chain of thought enables parallel exploration and reasoning.arXiv preprint arXiv:2505.23648,.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Continuous chain of thought enables parallel exploration and reasoning.arXiv preprint arXiv:2505.23648,

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.547273Z

Source-reported events for the cited work

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Observation 7c940286-f3e6-4a1f-ace5-d17137e4562b · outbound

This paper cites The Llama 3 Herd of Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey The Llama 3 Herd of Models

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.552819Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d535fa4f-4f3e-4378-b5fd-71eb0b3d643b · outbound

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

Implicit Reasoning in Large Language Models: A Comprehensive Survey DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.557660Z

Source-reported events for the cited work

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Observation ea7de05a-bd6a-417e-84ff-d8249bf87268 · outbound

This paper cites Beyond Chains of Thought: Benchmarking Latent-Space Reasoning Abilities in Large Language Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Beyond Chains of Thought: Benchmarking Latent-Space Reasoning Abilities in Large Language Models

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.562234Z

Source-reported events for the cited work

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Observation fd32a27f-f861-48ad-b662-eb2225a5cef4 · outbound

This paper cites Training Large Language Models to Reason in a Continuous Latent Space.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Training Large Language Models to Reason in a Continuous Latent Space

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.566930Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 96eef69e-fc40-447e-bdd5-e6aa9202bb2a · outbound

This paper cites Thinking Tokens for Language Modeling.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Thinking Tokens for Language Modeling

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.571689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a3a2240c-6489-4191-990c-d6c442a27a01 · outbound

This paper cites Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Reconsidering Overthinking: Penalizing Internal and External Redundancy in CoT Reasoning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.576724Z

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Observation 624a40d2-d6fb-4e1d-90d8-b4cca05f870e · outbound

This paper cites Learning to solve arithmetic word problems with verb categorization.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Learning to solve arithmetic word problems with verb categorization

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.581225Z

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Unavailable: canonical work link unavailable.

Observation 2b542633-d4fc-4819-9b89-fb415996dde7 · outbound

This paper cites Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Bridging Language and Items for Retrieval and Recommendation: Benchmarking LLMs as Semantic Encoders

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.590820Z

Source-reported events for the cited work

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Observation 15681a07-0619-4342-b5f7-11c6bfada805 · outbound

This paper cites GPT-4o System Card.

Implicit Reasoning in Large Language Models: A Comprehensive Survey GPT-4o System Card

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.595382Z

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Observation f2b3f4f7-ba30-4894-a8f9-3a5c5034f301 · outbound

This paper cites Mistral 7B.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Mistral 7B

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.600274Z

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Observation 7d00abef-d5b6-4996-9fc8-4fce7a270fee · outbound

This paper cites Aniruddha Kembhavi, Mike Salvato, Eric Kolve, Minjoon Seo, Hannaneh Hajishirzi, and Ali Farhadi.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Aniruddha Kembhavi, Mike Salvato, Eric Kolve, Minjoon Seo, Hannaneh Hajishirzi, and Ali Farhadi

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.604781Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49ce26f3-6e9e-4d3d-bdc6-4868b89b38d6 · outbound

This paper cites Latent Thought Models with Variational Bayes Inference-Time Computation.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Latent Thought Models with Variational Bayes Inference-Time Computation

Reference 42

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.620227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 093c1f3b-02c3-48c9-b403-564211efd302 · outbound

This paper cites Think-to-talk or talk-to-think? when llms come up with an answer in multi-step reasoning.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Think-to-talk or talk-to-think? when llms come up with an answer in multi-step reasoning

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.624965Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation fb847e12-4b30-458f-bae9-1707bb650e1b · outbound

This paper cites Race: Large-scale reading com- prehension dataset from examinations.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Race: Large-scale reading com- prehension dataset from examinations

Reference 44

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:40.241651Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 98cb88a1-7a88-4c93-b183-bb9d777f0e22 · outbound

This paper cites Textbooks Are All You Need II: phi-1.5 technical report.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Textbooks Are All You Need II: phi-1.5 technical report

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.639052Z

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Observation 61b5a1d5-7a9e-4f22-b43b-57dc43372afc · outbound

This paper cites DeepSeek-V3 Technical Report.

Implicit Reasoning in Large Language Models: A Comprehensive Survey DeepSeek-V3 Technical Report

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.648751Z

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Observation 499b6c8f-943c-4ef0-929a-00d683b5c6ff · outbound

This paper cites Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Expediting and Elevating Large Language Model Reasoning via Hidden Chain-of-Thought Decoding

Reference 49

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.653341Z

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Observation fda8eb91-e7ee-4862-a5ff-457982b243c7 · outbound

This paper cites CoT-Valve: Length-Compressible Chain-of-Thought Tuning.

Implicit Reasoning in Large Language Models: A Comprehensive Survey CoT-Valve: Length-Compressible Chain-of-Thought Tuning

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.658088Z

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Unavailable: canonical work link unavailable.

Observation 3a5ba034-b3e2-4b28-85b5-52be20cea5c0 · outbound

This paper cites Llama 3.2: Revolutionizing edge ai and vision with open, customizable models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Llama 3.2: Revolutionizing edge ai and vision with open, customizable models

Reference 51

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:40.065961Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 642ac4ac-1d7b-4f7c-b919-7187a459082a · outbound

This paper cites Shen-Yun Miao, Chao-Chun Liang, and Keh-Yih Su.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Shen-Yun Miao, Chao-Chun Liang, and Keh-Yih Su

Reference 52

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:39.901738Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 89dc4bdb-5f2f-4b7d-9e2a-fdaadb66f95f · outbound

This paper cites Can a suit of armor conduct electricity? a new dataset for open book question answering.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Can a suit of armor conduct electricity? a new dataset for open book question answering

Reference 53

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.672400Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8bdc85aa-ec1a-4a2f-b79b-f1aa779ffcba · outbound

This paper cites Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Beyond Words: A Latent Memory Approach to Internal Reasoning in LLMs

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.678084Z

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Observation f572a72d-2c60-42a5-9dd0-88559ccd32bf · outbound

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Implicit Reasoning in Large Language Models: A Comprehensive Survey Unresolved cited work

Reference 55

Resolution: unresolved; raw_fallback, observed 2026-08-05T11:39:39.789044Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 65e1dc31-530b-4647-8639-37945e1c36c2 · outbound

This paper cites Measuring and narrowing the compositionality gap in language models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Measuring and narrowing the compositionality gap in language models

Reference 56

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.687944Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a14096da-097d-469b-9a63-8927bb494291 · outbound

This paper cites A survey of efficient reasoning for large reasoning models: Language, multi- modality, and beyond.arXiv preprint arXiv:2503.21614,.

Implicit Reasoning in Large Language Models: A Comprehensive Survey A survey of efficient reasoning for large reasoning models: Language, multi- modality, and beyond.arXiv preprint arXiv:2503.21614,

Reference 57

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.692514Z

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Unavailable: canonical work link unavailable.

Observation 8b7afc0f-d7c6-4a5f-a806-649005b774f9 · outbound

This paper cites Squad: 100,000+ questions for machine comprehension of text.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Squad: 100,000+ questions for machine comprehension of text

Reference 58

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:39.657310Z

Source-reported events for the cited work

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Observation ca863478-b60b-4311-8b46-8bf2a825d2fe · outbound

This paper cites Solving general arithmetic word problems.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Solving general arithmetic word problems

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.701511Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 687c14c8-4401-4f03-8564-357d83ca5308 · outbound

This paper cites Reasoning to learn from latent thoughts.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Reasoning to learn from latent thoughts

Reference 60

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.706197Z

Source-reported events for the cited work

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Observation 909bbd0e-da18-4d83-9bec-0ef4bbd1e8db · outbound

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Implicit Reasoning in Large Language Models: A Comprehensive Survey Social iqa: Commonsense reasoning about social interactions

Reference 61

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:39.521611Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation af33b641-d149-4c9c-b427-126ad1cebacc · outbound

This paper cites Reasoning with Latent Thoughts: On the Power of Looped Transformers.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Reasoning with Latent Thoughts: On the Power of Looped Transformers

Reference 62

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.715709Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bb52a3ab-2dd3-4923-a05f-1f75bd138d43 · outbound

This paper cites Distributional reasoning in LLMs: Parallel reasoning processes in multi-hop reasoning.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Distributional reasoning in LLMs: Parallel reasoning processes in multi-hop reasoning

Reference 63

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.720599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation aa6506ce-311c-4982-8987-568adcb490a1 · outbound

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

Implicit Reasoning in Large Language Models: A Comprehensive Survey DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 64

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.725363Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 58670bd8-4a43-40ee-a495-369942d08855 · outbound

This paper cites Efficient Reasoning with Hidden Thinking.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Efficient Reasoning with Hidden Thinking

Reference 65

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.730162Z

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Unavailable: canonical work link unavailable.

Observation 46024e7b-6924-4273-84d2-f4f7a36fa9b2 · outbound

This paper cites Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Token Assorted: Mixing Latent and Text Tokens for Improved Language Model Reasoning

Reference 66

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.734847Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9540ca33-74c1-4851-b3c9-a3bc7aa6e193 · outbound

This paper cites Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.739966Z

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Observation 7ce4cd0e-ae7f-4774-947f-ef3be385bb68 · outbound

This paper cites A Survey of Reasoning with Foundation Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey A Survey of Reasoning with Foundation Models

Reference 68

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.744945Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 569aae9d-256f-4c22-8303-3d409fb6b78c · outbound

This paper cites Enhancing Latent Computation in Transformers with Latent Tokens.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Enhancing Latent Computation in Transformers with Latent Tokens

Reference 69

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.749534Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 77384798-95e3-4f9c-a49d-7342018eb793 · outbound

This paper cites Challenging big-bench tasks and whether chain-of-thought can solve them.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Challenging big-bench tasks and whether chain-of-thought can solve them

Reference 70

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:39.321614Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 3281b352-bf5a-4ab0-83ec-ce80173c72f3 · outbound

This paper cites LLM Pretraining with Continuous Concepts.

Implicit Reasoning in Large Language Models: A Comprehensive Survey LLM Pretraining with Continuous Concepts

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.759475Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation da911cd8-d44d-4ace-94a1-c1532e2380b7 · outbound

This paper cites The web as a knowledge-base for answering complex questions.

Implicit Reasoning in Large Language Models: A Comprehensive Survey The web as a knowledge-base for answering complex questions

Reference 72

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:39.119804Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 2daa98a2-1cf4-459e-9596-11f97805b921 · outbound

This paper cites Commonsenseqa: A question an- swering challenge targeting commonsense knowledge.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Commonsenseqa: A question an- swering challenge targeting commonsense knowledge

Reference 73

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:38.969414Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 200860e9-e896-4283-839b-105e7e0fb0b4 · outbound

This paper cites Think silently, think fast: Dynamic latent compression of llm reasoning chains.arXiv preprint arXiv:2505.16552,.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Think silently, think fast: Dynamic latent compression of llm reasoning chains.arXiv preprint arXiv:2505.16552,

Reference 74

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.773838Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75bf0375-711d-4cc4-973c-d21a36fe0e1b · outbound

This paper cites Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Think Before Recommend: Unleashing the Latent Reasoning Power for Sequential Recommendation

Reference 75

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.779144Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d0bc00d8-a9c7-4b69-a0a6-80998602f780 · outbound

This paper cites LLaMA: Open and Efficient Foundation Language Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey LLaMA: Open and Efficient Foundation Language Models

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.783866Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 75474743-3599-446b-9d3e-44b54d65a3c0 · outbound

This paper cites LLaVA-CoT: Let Vision Language Models Reason Step-by-Step.

Implicit Reasoning in Large Language Models: A Comprehensive Survey LLaVA-CoT: Let Vision Language Models Reason Step-by-Step

Reference 77

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.788524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39fa22c3-b743-4fb8-9e1a-16356b831833 · outbound

This paper cites To cot or to loop? a formal comparison between chain-of-thought and looped transformers.

Implicit Reasoning in Large Language Models: A Comprehensive Survey To cot or to loop? a formal comparison between chain-of-thought and looped transformers

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.792996Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 53eeb43d-fcfb-47d7-870c-88f73c8344c8 · outbound

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

Implicit Reasoning in Large Language Models: A Comprehensive Survey SoftCoT++: Test-Time Scaling with Soft Chain-of-Thought Reasoning

Reference 79

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.797620Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86bfef6d-cb60-4900-a275-7d3e4ad50650 · outbound

This paper cites Qwen2 Technical Report.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Qwen2 Technical Report

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.802042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ed75a78-bf9c-4b64-9f36-273dc3cafce4 · outbound

This paper cites Internal chain-of-thought: Empirical evidence for layer-wise subtask scheduling in llms.arXiv preprint arXiv:2505.14530, 2025b.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Internal chain-of-thought: Empirical evidence for layer-wise subtask scheduling in llms.arXiv preprint arXiv:2505.14530, 2025b

Reference 81

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.807455Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4f5e0688-b808-4be8-8e74-7e7efdb3b4a8 · outbound

This paper cites A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems.

Implicit Reasoning in Large Language Models: A Comprehensive Survey A Survey on Recent Advances in LLM-Based Multi-turn Dialogue Systems

Reference 82

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.811933Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1e2dbd0-a1ec-4b87-8e99-9c095c0739de · outbound

This paper cites Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Enhancing Auto-regressive Chain-of-Thought through Loop-Aligned Reasoning

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.816721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 73c53867-ed90-4a11-96e9-11530415ee37 · outbound

This paper cites Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Don't Overthink It: A Survey of Efficient R1-style Large Reasoning Models

Reference 84

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.822280Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7961f323-cc88-4238-a0f2-5f77d494270d · outbound

This paper cites Pretraining language models to ponder in continuous space.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Pretraining language models to ponder in continuous space

Reference 85

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.827156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c06bdd9f-ab6f-4d39-abda-c9b067a1e46e · outbound

This paper cites Lightthinker: Thinking step-by-step compression.arXiv preprint arXiv:2502.15589, 2025a.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Lightthinker: Thinking step-by-step compression.arXiv preprint arXiv:2502.15589, 2025a

Reference 86

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.831991Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bea2c57e-65ec-41ae-8802-3c9f90c5d6b3 · outbound

This paper cites A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?.

Implicit Reasoning in Large Language Models: A Comprehensive Survey A Survey on Test-Time Scaling in Large Language Models: What, How, Where, and How Well?

Reference 87

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.836416Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6ce5f162-43d7-4bc3-a948-09f9d838ce4c · outbound

This paper cites Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Soft Thinking: Unlocking the Reasoning Potential of LLMs in Continuous Concept Space

Reference 88

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.841169Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba0375f9-42df-4df1-bc61-12e3be3a6a82 · outbound

This paper cites Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Reinforced MLLM: A Survey on RL-Based Reasoning in Multimodal Large Language Models

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.846438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bd6a7b78-b375-45e8-8098-dd34a6cd8035 · outbound

This paper cites Reasoning by superposition: A theoretical perspective on chain of continuous thought.arXiv preprint arXiv:2505.12514, 2025a.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Reasoning by superposition: A theoretical perspective on chain of continuous thought.arXiv preprint arXiv:2505.12514, 2025a

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.851125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5abe9b40-224b-4dc7-95d2-83f3a27f7637 · outbound

This paper cites Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Language Models are Hidden Reasoners: Unlocking Latent Reasoning Capabilities via Self-Rewarding

Reference 2013

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.459749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4e29db64-4584-494b-9046-4de69146aebd · outbound

This paper cites Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Towards a Mechanistic Interpretation of Multi-Step Reasoning Capabilities of Language Models

Reference 2014

Resolution: verified exact; local_arxiv, observed 2026-08-05T11:39:38.184883Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ab903e51-d3fe-49b2-89bd-1549b0cd3d06 · outbound

This paper cites Mawps: A math word problem repository.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Mawps: A math word problem repository

Reference 2015

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T11:39:40.391906Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9c5abf39-23d1-41ef-b55a-6f44e702b6f4 · outbound

This paper cites Learning to Insert [PAUSE] Tokens for Better Reasoning.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Learning to Insert [PAUSE] Tokens for Better Reasoning

Reference 2016

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.609419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 249e94e4-269a-4f3e-bbe9-6764409d47bd · outbound

This paper cites Seek in the dark: Reasoning via test-time instance-level policy gradient in latent space.arXiv preprint arXiv:2505.13308, 2025a.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Seek in the dark: Reasoning via test-time instance-level policy gradient in latent space.arXiv preprint arXiv:2505.13308, 2025a

Reference 2017

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.634134Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cf79b61-c2b3-456b-ae0e-3cf7b9150f6a · outbound

This paper cites A mechanistic analysis of a transformer trained on a symbolic multi-step reasoning task.

Implicit Reasoning in Large Language Models: A Comprehensive Survey A mechanistic analysis of a transformer trained on a symbolic multi-step reasoning task

Reference 2018

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.449541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4ff9b958-b7fe-4ce5-9bf4-7a3a2dd5fdf1 · outbound

This paper cites Cot red-handed: Stress testing chain-of-thought monitoring.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Cot red-handed: Stress testing chain-of-thought monitoring

Reference 2019

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.422714Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3fa7edaa-ab97-45f0-beba-df915697eeee · outbound

This paper cites Learning to split and rephrase from wikipedia edit history.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Learning to split and rephrase from wikipedia edit history

Reference 2020

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.444895Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 453e3f5f-4805-40dc-8ace-926492111e35 · outbound

This paper cites Semantic parsing on freebase from question- answer pairs.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Semantic parsing on freebase from question- answer pairs

Reference 2021

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.433923Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 104ee5b9-df2a-42c1-a55a-ff3a506d85d6 · outbound

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

Implicit Reasoning in Large Language Models: A Comprehensive Survey Implicit Reasoning in Transformers is Reasoning through Shortcuts

Reference 2022

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.643729Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0e3c21ac-f5f7-484c-b7aa-110397d5621f · outbound

This paper cites Reasoning beyond language: A comprehensive survey on latent chain-of- thought reasoning.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Reasoning beyond language: A comprehensive survey on latent chain-of- thought reasoning

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.469863Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b72f2ae-1b24-4131-a042-80282b2f5bcf · outbound

This paper cites Mathqa: Towards interpretable math word problem solving with operation-based formalisms.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Mathqa: Towards interpretable math word problem solving with operation-based formalisms

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.417602Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 233a70b9-429e-424f-8f38-85543cd56cfd · outbound

This paper cites Program Synthesis with Large Language Models.

Implicit Reasoning in Large Language Models: A Comprehensive Survey Program Synthesis with Large Language Models

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T11:39:36.428313Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation facedfcf-7b0f-4fdd-ba54-f61130e719b6 · inbound

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation cites this paper.

S$^2$GR: Stepwise Semantic-Guided Reasoning in Latent Space for Generative Recommendation Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:24:12.849201Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation d2faa3d1-e98a-4da1-86b6-48af6ce1137f · inbound

Curriculum Learning for Efficient Chain-of-Thought Distillation via Structure-Aware Masking and GRPO cites this paper.

Curriculum Learning for Efficient Chain-of-Thought Distillation via Structure-Aware Masking and GRPO Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-03T04:22:10.213699Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0e57490-242c-4d0c-bf87-c4607e4a25fa · inbound

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook cites this paper.

The Latent Space: Foundation, Evolution, Mechanism, Ability, and Outlook Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 105

Resolution: unresolved; no resolver link, observed 2026-07-13T14:03:01.974171Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2fec928c-8b80-4791-9efc-73feb4ef317a · inbound

SeLaR: Selective Latent Reasoning in Large Language Models cites this paper.

SeLaR: Selective Latent Reasoning in Large Language Models Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 20

Resolution: verified exact; arxiv_id, observed 2026-05-11T00:35:49.686970Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9f4c592c-d261-4d4b-8e1d-7915f1b49ae2 · inbound

Latent Abstraction for Retrieval-Augmented Generation cites this paper.

Latent Abstraction for Retrieval-Augmented Generation Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:01:04.925583Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 949c7a12-308b-4906-a97a-0aabf701de92 · inbound

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering cites this paper.

HypEHR: Hyperbolic Modeling of Electronic Health Records for Efficient Question Answering Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 105

Resolution: verified exact; arxiv_id, observed 2026-05-09T23:54:45.079052Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation ef8e070a-2e19-40ca-bed1-cd01c1cbd150 · inbound

CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning cites this paper.

CopT: Contrastive On-Policy Thinking with Continuous Spaces for General and Agentic Reasoning Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 17

Resolution: verified exact; arxiv_id, observed 2026-05-20T05:28:04.970653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation a804923e-2fac-4786-be16-6beab115ae86 · inbound

On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective cites this paper.

On the Cost and Benefit of Chain of Thought: A Learning-Theoretic Perspective Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 52

Resolution: verified exact; arxiv_id, observed 2026-05-21T05:13:58.695226Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e2749ef2-80c9-46cd-90c1-4226907df39b · inbound

The Attentional White Bear Effect in Transformer Language Models cites this paper.

The Attentional White Bear Effect in Transformer Language Models Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 8

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T12:53:27.047357Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 8b70a571-55d2-463c-bf37-d7744bd02d20 · inbound

LoRi: Low-Rank Distillation for Implicit Reasoning cites this paper.

LoRi: Low-Rank Distillation for Implicit Reasoning Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-02T08:06:48.354758Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation e4108ceb-95d5-4881-8688-92f4cebe4a46 · inbound

Latent Visual States for Efficient Multimodal Reasoning cites this paper.

Latent Visual States for Efficient Multimodal Reasoning Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-07-04T16:29:57.262869Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 9c93f117-4159-409c-8670-8ae76bf3ebd1 · inbound

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers cites this paper.

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 147

Resolution: verified exact; arxiv_id, observed 2026-07-01T06:55:29.218597Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-14T06:32:32.682623+00:00.

Observation 102a20ae-e9e5-4954-9d55-7ddb52e6ea0f · inbound

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers cites this paper.

Bridging the Gap Between Latent and Explicit Reasoning with Looped Transformers Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 39

Resolution: unresolved; no resolver link, observed 2026-07-14T16:55:54.890261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 35a11517-2f35-4975-b7be-7e3da71cfd08 · inbound

MARS: Multi-hop Adaptive Retrieval and SPARQL Generation for KGQA cites this paper.

MARS: Multi-hop Adaptive Retrieval and SPARQL Generation for KGQA Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-02T01:48:36.311173Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4a04d3f-1bdd-42a6-bfbc-68b7393264cc · inbound

Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models cites this paper.

Efficient Chain-of-Modality Reasoning via Progressive Compression for Spoken Language Models Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-01T11:20:17.811223Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a0cd9fdc-073d-4f70-b655-0c078d342b5a · inbound

ThinkOmni: A Reasoning-Driven Omni-Modal LLM Framework for Audio Forgery Detection and Localization cites this paper.

ThinkOmni: A Reasoning-Driven Omni-Modal LLM Framework for Audio Forgery Detection and Localization Implicit Reasoning in Large Language Models: A Comprehensive Survey

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-01T13:33:22.424201Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.