Paper Citation Record · LEDGER

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold

As of 23 August 2026, this Paper Citation Record lists 18 of 18 outbound references and 0 inbound Pith citation observations for arXiv:2607.27770.

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

pith.paper-citation-record.v1
2607.27770 v1

Coverage vector

measured 18 of 18 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-15T15:28:51.217571Z

measured 18 of 18 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-23T06:30:58.430688+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

18 of 18 outbound references displayed

verified exact1
verified fuzzy2
unresolved15
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation f1eb6640-571f-45b1-8846-1d5ab143acf7 · outbound

This paper cites On-policy distillation of language models: Learning from self-generated mistakes.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold On-policy distillation of language models: Learning from self-generated mistakes

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.125490Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 20a54d58-a011-4fe2-8903-10d4878d1bc6 · outbound

This paper cites Exploring Knowledge Purification in Multi-Teacher Knowledge Distillation for LLMs.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold Exploring Knowledge Purification in Multi-Teacher Knowledge Distillation for LLMs

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.148065Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b201a18f-0a80-433b-9511-76382099cb8a · outbound

This paper cites Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold Rethinking On-Policy Distillation of Large Language Models: Phenomenology, Mechanism, and Recipe

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.158593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc3eec7a-6484-4433-90e9-c6545c40945e · outbound

This paper cites Learning from committee: Reasoning distillation from a mixture of teachers with peer-review.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold Learning from committee: Reasoning distillation from a mixture of teachers with peer-review

Reference 8

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:28:51.617233Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 62770b68-0b5a-456e-8151-d8a28c6f40c2 · outbound

This paper cites MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold MOPD: Multi-Teacher On-Policy Distillation for Capability Integration in LLM Post-Training

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.169704Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4918eb6-eef8-4f24-a0f3-c2c3d7c26a75 · outbound

This paper cites s1: Simple test-time scaling.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold s1: Simple test-time scaling

Reference 10

Resolution: verified fuzzy; raw_fallback, observed 2026-08-15T15:28:51.596518Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation c8f606d7-4356-4379-bd30-80bb234edaff · outbound

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

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.179897Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2351334e-3783-4cd3-a97b-7b229b5d5870 · outbound

This paper cites HybridFlow: A Flexible and Efficient RLHF Framework.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold HybridFlow: A Flexible and Efficient RLHF Framework

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.185156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6540a40b-d26b-4072-8a79-239bcd732a00 · outbound

This paper cites Self-Supervised On-Policy Distillation for Reasoning Language Models.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold Self-Supervised On-Policy Distillation for Reasoning Language Models

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.190510Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86885669-370f-46f7-b883-2567c64a1b22 · outbound

This paper cites TIP: Token Importance in On-Policy Distillation.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold TIP: Token Importance in On-Policy Distillation

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.195902Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f68fc4a-219f-48fb-b8b6-5002e7939969 · outbound

This paper cites Qwen3 Technical Report.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold Qwen3 Technical Report

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.201570Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 45848a7e-2e9b-417c-a2a1-81fa19d0af64 · outbound

This paper cites On-Policy Context Distillation for Language Models.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold On-Policy Context Distillation for Language Models

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.207619Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 735ba16e-2ed2-4d84-beca-df252310a15e · outbound

This paper cites LIMO: Less is More for Reasoning.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold LIMO: Less is More for Reasoning

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.212641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f60308c-cc1e-455d-ad7c-61cb58179fa4 · outbound

This paper cites EGAD: Entropy-Guided Adaptive Distillation for Token-Level Knowledge Transfer.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold EGAD: Entropy-Guided Adaptive Distillation for Token-Level Knowledge Transfer

Reference 18

Resolution: verified exact; local_arxiv, observed 2026-08-15T15:28:51.267932Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-23T06:30:58.430688+00:00.

Observation 4180b8c2-f123-4a12-b2a1-dca71221d3da · outbound

This paper cites SEAD: Competence-Aware On-Policy Distillation via Entropy-Guided Supervision.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold SEAD: Competence-Aware On-Policy Distillation via Entropy-Guided Supervision

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.153413Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f707849d-c6ca-499c-9eee-76c16781778b · outbound

This paper cites OpenThoughts: Data Recipes for Reasoning Models.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold OpenThoughts: Data Recipes for Reasoning Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.131158Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86f6cc6a-4fa8-47d6-9272-597112a888be · outbound

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

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.136641Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f8f489e9-142f-40e8-93c3-18572dca4c42 · outbound

This paper cites Skywork Open Reasoner 1 Technical Report.

Beyond the Best Teacher: Expanding and Compressing the Reasoning Solution Manifold Skywork Open Reasoner 1 Technical Report

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-15T15:28:51.141879Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.