Paper Citation Record · LEDGER

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning

As of 8 August 2026, this Paper Citation Record lists 17 of 17 outbound references and 0 inbound Pith citation observations for arXiv:2608.04007.

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

pith.paper-citation-record.v1
2608.04007 v1

Coverage vector

measured 17 of 17 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T04:18:15.322799Z

measured 17 of 17 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00

measured 0 of 0 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

17 of 17 outbound references displayed

verified exact0
verified fuzzy3
unresolved13
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 703f15e7-cea9-41e4-8cb6-b324929902c0 · outbound

This paper cites THOR:Tool-IntegratedHierar- chical Optimization via RL for Mathematical Reasoning.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning THOR:Tool-IntegratedHierar- chical Optimization via RL for Mathematical Reasoning

Reference 1

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:18:15.522832Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation 9024278d-9b20-4eaf-ac2d-ac6e9a26f4bb · outbound

This paper cites Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning Why Does Self-Distillation (Sometimes) Degrade the Reasoning Capability of LLMs?

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.268459Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a2615932-2136-477b-9435-1447f161bfe3 · outbound

This paper cites Self-Distilled Agentic Reinforcement Learning.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning Self-Distilled Agentic Reinforcement Learning

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.272438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ad872c6e-01bb-461d-816b-22e66eceafef · outbound

This paper cites CRISP: Compressed Reasoning via Iterative Self-Policy Distillation.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning CRISP: Compressed Reasoning via Iterative Self-Policy Distillation

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.276411Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 63a762be-6cbc-436b-97b4-774318dfb1aa · outbound

This paper cites Skill-SD: Skill-Conditioned Self-Distillation for Multi-turn LLM Agents.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning Skill-SD: Skill-Conditioned Self-Distillation for Multi-turn LLM Agents

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.284357Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 998ceb97-64bb-4584-b4fa-38fd5bc6ced9 · outbound

This paper cites AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning AutoTIR: Autonomous Tools Integrated Reasoning via Reinforcement Learning

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.288921Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1c3a0ce2-e190-45b4-a39b-7580792bac3f · outbound

This paper cites Qwen3 Technical Report.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning Qwen3 Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.293100Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4266ad5b-e8a0-4de2-9f0a-49cebfbd0e49 · outbound

This paper cites Self-Distilled RLVR.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning Self-Distilled RLVR

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.297246Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d7ba2ba9-3b93-4ac0-b74e-7cfb3167349e · outbound

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

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning On-Policy Context Distillation for Language Models

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.302028Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5e36f974-68b2-4cf3-b56b-fd992a335dff · outbound

This paper cites InFindings of the Association for Computational Linguistics: EMNLP 2025, 9135–9147.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning InFindings of the Association for Computational Linguistics: EMNLP 2025, 9135–9147

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:18:15.511382Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation a641ada2-d208-4a43-987a-a284cdd29e67 · outbound

This paper cites Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning Nemotron-Research-Tool-N1: Exploring Tool-Using Language Models with Reinforced Reasoning

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.310447Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e1d178f-482b-48a2-9d5e-5e1298dc0aae · outbound

This paper cites StepOPSD: Step-Aware Online Preference Distillation for Agent Reinforcement Learning.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning StepOPSD: Step-Aware Online Preference Distillation for Agent Reinforcement Learning

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.314682Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e279fbc8-56b0-489e-9ef8-766d88334c87 · outbound

This paper cites SOD: Step-wise On-policy Distillation for Small Language Model Agents.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning SOD: Step-wise On-policy Distillation for Small Language Model Agents

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.318730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5f40a71d-7b81-4365-a31b-8d001dcdbfa3 · outbound

This paper cites Its tasks re- quire agents to compose dependent tool calls over a tool collection that differs from the FTRL training environment.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning Its tasks re- quire agents to compose dependent tool calls over a tool collection that differs from the FTRL training environment

Reference 17

Resolution: verified fuzzy; raw_fallback, observed 2026-08-05T04:18:15.498420Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Observation d71d8d1a-6099-4510-bf2c-298e646a79d1 · outbound

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

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.280481Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b78841b9-5694-4ce7-b2cc-548322ded379 · outbound

This paper cites ReTool: Reinforcement Learning for Strategic Tool Use in LLMs.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning ReTool: Reinforcement Learning for Strategic Tool Use in LLMs

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-05T04:18:15.263605Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 23d6c5c3-93ea-45b0-b1b2-45e1ad84f24c · outbound

This paper cites Keep Policy Gradient in Charge: Sibling-Guided Credit Distillation for Long-Horizon Tool-Use Agents.

TurnSight: Turn-Level Hindsight Self-Distillation for Tool-Integrated Reasoning Keep Policy Gradient in Charge: Sibling-Guided Credit Distillation for Long-Horizon Tool-Use Agents

Reference 2026

Resolution: metadata mismatch; local_arxiv, observed 2026-08-05T04:18:15.485433Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.

Pith citing papers

No inbound Pith citation observations are available.