Paper Citation Record · LEDGER

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning

As of 21 August 2026, this Paper Citation Record lists 38 of 38 outbound references and 0 inbound Pith citation observations for arXiv:2607.06720.

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

pith.paper-citation-record.v1
2607.06720 v1

Coverage vector

measured 38 of 38 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-07-10T22:46:24.057572Z

measured 38 of 38 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-21T06:32:19.484+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

38 of 38 outbound references displayed

verified exact7
verified fuzzy6
unresolved2
parse uncertain0
malformed identifier0
metadata mismatch23

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 0ddcbfe1-5b30-4caf-aaaa-d2e6461a3fc4 · outbound

This paper cites Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Scheherazade: Evaluating Chain-of-Thought Math Reasoning in LLMs with Chain-of-Problems

Reference 1

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.800236Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c74fb849-5df2-442c-bc08-abea72af0a35 · outbound

This paper cites Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Does Reinforcement Learning Really Incentivize Reasoning Capacity in LLMs Beyond the Base Model?

Reference 2

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.908710Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1538791e-a5a4-47e0-9fee-7081a57d4038 · outbound

This paper cites Reasoning with Sampling: Your Base Model is Smarter Than You Think.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Reasoning with Sampling: Your Base Model is Smarter Than You Think

Reference 3

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.926198Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1b0eb939-1108-44a2-bdef-b26479d5cea1 · outbound

This paper cites Information gain-based policy optimization: A simple and effective approach for multi-turn llm agents.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Information gain-based policy optimization: A simple and effective approach for multi-turn llm agents

Reference 4

Resolution: metadata mismatch; arxiv_id, observed 2026-07-10T22:47:36.783304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5b8c275b-e331-46c3-86ef-3512950af717 · outbound

This paper cites Demystifying reinforcement learning in agentic reasoning.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Demystifying reinforcement learning in agentic reasoning

Reference 5

Resolution: metadata mismatch; arxiv_id, observed 2026-07-10T22:47:37.015172Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 32c50b34-3160-4960-80d1-44575255273c · outbound

This paper cites Verifying Meta-Awareness via Predictive Rewards in Reasoning Models.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Verifying Meta-Awareness via Predictive Rewards in Reasoning Models

Reference 6

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.015452Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 72b37363-3d26-4015-824f-cb4fe426bdf5 · outbound

This paper cites Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Attention as a Compass: Efficient Exploration for Process-Supervised RL in Reasoning Models

Reference 7

Resolution: metadata mismatch; arxiv_id, observed 2026-07-10T22:47:37.115519Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation dbbfc7b0-236f-4916-9693-d74153e63ae4 · outbound

This paper cites LLM-guided Hierarchical Search for End-to-end Reasoning Intensive Retrieval.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning LLM-guided Hierarchical Search for End-to-end Reasoning Intensive Retrieval

Reference 8

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.798485Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation c631b2ca-cb05-41de-8bb4-4df31e7b8f85 · outbound

This paper cites On Provable Length and Compositional Generalization.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning On Provable Length and Compositional Generalization

Reference 9

Resolution: verified exact; local_arxiv, observed 2026-07-10T22:47:36.689542Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 666564c5-8afa-4cf7-9ad9-e5551f5b1fda · outbound

This paper cites Sub-Task Decomposition Enables Learning in Sequence to Sequence Tasks.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Sub-Task Decomposition Enables Learning in Sequence to Sequence Tasks

Reference 10

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.943776Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 047bdbaf-cc9e-4a62-ae54-500580972956 · outbound

This paper cites The Expressive Power of Transformers with Chain of Thought.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning The Expressive Power of Transformers with Chain of Thought

Reference 11

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.053420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 3d6c804b-ca24-4ec5-b231-b2d8c0e290a6 · outbound

This paper cites Auto-Regressive Next-Token Predictors are Universal Learners.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Auto-Regressive Next-Token Predictors are Universal Learners

Reference 12

Resolution: verified exact; local_arxiv, observed 2026-07-10T22:47:36.921943Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d6714c33-2067-40cf-a0cb-d857c98367b2 · outbound

This paper cites On Limitations of the Transformer Architecture.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning On Limitations of the Transformer Architecture

Reference 13

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.634843Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b15747ea-c3e3-4f09-b2d6-c31e310eea0e · outbound

This paper cites ICLR 2024 Workshop on Mathematical and Empirical Understanding of Foundation Models , year=.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning ICLR 2024 Workshop on Mathematical and Empirical Understanding of Foundation Models , year=

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T22:47:37.632953Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 5474dfe3-6953-48dc-ae87-7d5f9231a3de · outbound

This paper cites arXiv preprint arXiv:2503.17523 , year =.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning arXiv preprint arXiv:2503.17523 , year =

Reference 15

Resolution: verified exact; arxiv_id, observed 2026-07-10T22:47:36.840385Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 075f5c22-8e17-4dbe-90ae-4d3499790df0 · outbound

This paper cites arXiv preprint arXiv:2509.10739 , year=.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning arXiv preprint arXiv:2509.10739 , year=

Reference 16

Resolution: verified exact; arxiv_id, observed 2026-07-10T22:47:36.747392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 12edb697-4695-413a-96a7-9379223637b6 · outbound

This paper cites Beyond markovian: Reflective exploration via bayes-adaptive rl for llm reasoning.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Beyond markovian: Reflective exploration via bayes-adaptive rl for llm reasoning

Reference 17

Resolution: metadata mismatch; arxiv_id, observed 2026-07-10T22:47:36.854345Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fc7db696-43b6-463a-8437-49580cce97e8 · outbound

This paper cites arXiv preprint arXiv:2509.25810 , year=.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning arXiv preprint arXiv:2509.25810 , year=

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-07-10T22:47:36.819392Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation fcf30ff1-767a-4c01-8a94-e4a4f45bb65f · outbound

This paper cites From Reasoning to Super-Intelligence: A Search-Theoretic Perspective.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning From Reasoning to Super-Intelligence: A Search-Theoretic Perspective

Reference 19

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.961264Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation aa66c9f2-0212-4de1-9d4c-7a6497078044 · outbound

This paper cites Evaluating Large Language Models Trained on Code.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Evaluating Large Language Models Trained on Code

Reference 20

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.891002Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 56d04362-da81-4788-aaec-ec92f030ef70 · outbound

This paper cites Science , volume=.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Science , volume=

Reference 21

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T22:47:37.648981Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 1d8be571-b92c-4a62-9b7d-ece1011e40a4 · outbound

This paper cites an unresolved cited work.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Unresolved cited work

Reference 22

Resolution: unresolved; raw_fallback, observed 2026-07-10T22:47:37.697477Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation cc7f2098-a735-4c47-aeb1-d47aa7771757 · outbound

This paper cites Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Code Generation with AlphaCodium: From Prompt Engineering to Flow Engineering

Reference 23

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.033476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 79c40c40-e39a-4813-993e-40c01865b8e1 · outbound

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

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 24

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.091834Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 715cae4c-d91c-46ef-a8f0-4ab76e33cbec · outbound

This paper cites 2024 , publisher=.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning 2024 , publisher=

Reference 25

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T22:47:37.611645Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 154e4261-7417-4538-9619-8b308517adc7 · outbound

This paper cites Advances in neural information processing systems , volume=.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Advances in neural information processing systems , volume=

Reference 26

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T22:47:37.681147Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation e273d32a-704a-4d20-9c8d-5731ed8669bb · outbound

This paper cites OpenAI o1 System Card.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning OpenAI o1 System Card

Reference 27

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.153870Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 520111fb-09ab-4729-ab92-edf28a61e26a · outbound

This paper cites Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Scaling LLM Test-Time Compute Optimally can be More Effective than Scaling Model Parameters

Reference 28

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.997958Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation b112f2d3-a095-4b9a-86e3-209e239b050c · outbound

This paper cites Demystifying Long Chain-of-Thought Reasoning in LLMs.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Demystifying Long Chain-of-Thought Reasoning in LLMs

Reference 29

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.135482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 25514781-7d34-4b67-81b1-270ff1d85a37 · outbound

This paper cites Reflexion: Language Agents with Verbal Reinforcement Learning.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Reflexion: Language Agents with Verbal Reinforcement Learning

Reference 30

Resolution: verified exact; local_arxiv, observed 2026-07-10T22:47:36.708014Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 00c0a389-7f18-4d62-a670-35a928300823 · outbound

This paper cites Self-Consistency Improves Chain of Thought Reasoning in Language Models.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Self-Consistency Improves Chain of Thought Reasoning in Language Models

Reference 31

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.071726Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation f50e1aa2-1f74-4ff7-b340-f7e988bc6cc5 · outbound

This paper cites Advances in neural information processing systems , volume=.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Advances in neural information processing systems , volume=

Reference 32

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T22:47:37.715384Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 0707d643-2523-4897-883c-f703c7f958ae · outbound

This paper cites Kimi k1.5: Scaling Reinforcement Learning with LLMs.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Kimi k1.5: Scaling Reinforcement Learning with LLMs

Reference 33

Resolution: verified exact; local_arxiv, observed 2026-07-10T22:47:36.979600Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 92397945-18f4-4439-8c67-99b0c1dbb7f5 · outbound

This paper cites Rethinking the Unsolvable: When In-Context Search Meets Test-Time Scaling.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Rethinking the Unsolvable: When In-Context Search Meets Test-Time Scaling

Reference 34

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.979178Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 76da442d-4f17-4027-a65d-13edee3e41db · outbound

This paper cites Qwen3 Technical Report.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Qwen3 Technical Report

Reference 35

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:37.051667Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation d08c656a-e749-459f-bf30-08c6c569346e · outbound

This paper cites an unresolved cited work.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Unresolved cited work

Reference 36

Resolution: unresolved; raw_fallback, observed 2026-07-10T22:47:37.664062Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 858cd4ae-daa6-4bae-83d1-ee2133bf73a1 · outbound

This paper cites Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning Towards System 2 Reasoning in LLMs: Learning How to Think With Meta Chain-of-Thought

Reference 37

Resolution: metadata mismatch; local_arxiv, observed 2026-07-10T22:47:36.883086Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Observation 7a794ba1-4f77-43bd-8acf-95e2d277c0ab · outbound

This paper cites International Conference on Machine Learning , pages=.

When Does In-Context Search Help? A Sampling-Complexity Theory of Reflection-Driven Reasoning International Conference on Machine Learning , pages=

Reference 38

Resolution: verified fuzzy; raw_fallback, observed 2026-07-10T22:47:37.733191Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-21T06:32:19.484+00:00.

Pith citing papers

No inbound Pith citation observations are available.