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Paper Citation Record · LEDGER

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation

As of 7 August 2026, this Paper Citation Record lists 25 of 25 outbound references and 0 inbound Pith citation observations for arXiv:2608.03632.

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

pith.paper-citation-record.v1
2608.03632 v1

Coverage vector

measured 25 of 25 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T15:45:28.754848Z

measured 25 of 25 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

25 of 25 outbound references displayed

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  • verified fuzzy1
  • unresolved24
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 8b2a3a5d-08bf-4162-8138-f55bacf26117 · outbound

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

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning

Reference 3

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.189748Z digest=sha256:ab15e150abf49e59625da9ca08eb1bb8aa44fced72034e68e368b0a04bf4e0f8

Observation 910787fc-bc00-429a-aaf7-8146d37dff2f · outbound

This paper cites MM-IFEngine: Towards Multimodal Instruction Following.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation MM-IFEngine: Towards Multimodal Instruction Following

Reference 4

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source=pdf_text observed=2026-08-05T15:45:27.304749Z digest=sha256:cd8f8e26bd0f4eb0bd1cfa9d94f04c01253361b537d4fae8396cfeabb96ac205

Observation c610e6e4-90ca-48ff-ae8e-bba1f6b0a677 · outbound

This paper cites Self-Distillation Zero: Self-Revision Turns Binary Rewards into Dense Supervision.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Self-Distillation Zero: Self-Revision Turns Binary Rewards into Dense Supervision

Reference 6

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source=pdf_text observed=2026-08-05T15:45:27.675508Z digest=sha256:573e7f1e9e51ba2813c0de5d3dc91ccdacd34261e2184f00a68baebaea910825

Observation b0728898-7d08-47bf-9a44-3da066a9ef98 · outbound

This paper cites DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation DeepMath-103K: A Large-Scale, Challenging, Decontaminated, and Verifiable Mathematical Dataset for Advancing Reasoning

Reference 7

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Source-reported events for the cited work

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source=pdf_text observed=2026-08-05T15:45:27.876531Z digest=sha256:902f8dbc53ed4b62eaf75d8ab9b10bd71c886310764c4321dd8d10aedddd6676

Observation 8596dc5b-c604-4bed-8ed1-5741e6fea7c0 · outbound

This paper cites Uni-OPD: Unifying On-Policy Distillation with a Dual-Perspective Recipe.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Uni-OPD: Unifying On-Policy Distillation with a Dual-Perspective Recipe

Reference 9

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source=pdf_text observed=2026-08-05T15:45:28.014761Z digest=sha256:46d2db2e462a8194dd2cd84ef5fc38dba61871f9935ee6d9b94b71331ff3d69c

Observation 40b6246b-549a-4d5e-b6d9-3971ff420825 · outbound

This paper cites EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation EvoChart: A Benchmark and a Self-Training Approach Towards Real-World Chart Understanding

Reference 10

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.054494Z digest=sha256:d4d4a8c7c93571cd36b2abad7e9371e2ddcd195a02c38af0ec14e7080dbc92c5

Observation a6227f7c-f675-458b-861e-bc7a0cd12455 · outbound

This paper cites Entropy-Aware On-Policy Distillation of Language Models.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Entropy-Aware On-Policy Distillation of Language Models

Reference 11

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source=pdf_text observed=2026-08-05T15:45:28.088167Z digest=sha256:8cd4d6ffdd859762e94cce0b09d7166f329e56d2ad25c039311a3042f40e1245

Observation 512eb7c4-ccf2-44af-9c40-6f7b547500b7 · outbound

This paper cites MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation MathVista: Evaluating Mathematical Reasoning of Foundation Models in Visual Contexts

Reference 13

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source=pdf_text observed=2026-08-05T15:45:28.184751Z digest=sha256:f6879f69cdfbfd09265ba0cdf512e3c9682a188c04c04e6db8decba81ad682d7

Observation 6c3e2508-4bdd-43ba-8437-be105f231caa · outbound

This paper cites Demystifying OPD: Length Inflation and Stabilization Strategies for Large Language Models.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Demystifying OPD: Length Inflation and Stabilization Strategies for Large Language Models

Reference 14

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source=pdf_text observed=2026-08-05T15:45:28.234751Z digest=sha256:f192da1b7f7b66f39ac45cd303f6fedf318239dad99b856d3e6f9d7ae6d33708

Observation b4e14d95-cf2f-443c-bebb-de6a1648d054 · outbound

This paper cites Vero: An Open RL Recipe for General Visual Reasoning.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Vero: An Open RL Recipe for General Visual Reasoning

Reference 15

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source=pdf_text observed=2026-08-05T15:45:28.284751Z digest=sha256:b95cb2e4305948ef7072733e3f61138c4c976ccb43a20115a02d741abebceb95

Observation f5af9c75-f3fb-4d67-82ce-f024a5b20b60 · outbound

This paper cites CountQA: How Well Do MLLMs Count in the Wild?.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation CountQA: How Well Do MLLMs Count in the Wild?

Reference 16

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source=pdf_text observed=2026-08-05T15:45:28.335239Z digest=sha256:20bf9fd3f5ef883245285e90f5229b9f50020ab4d2219137a0611b0779ec5a82

Observation 69ccea18-88af-4abf-abbe-4669e5bb28ed · outbound

This paper cites Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Beyond the 80/20 Rule: High-Entropy Minority Tokens Drive Effective Reinforcement Learning for LLM Reasoning

Reference 17

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Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.384750Z digest=sha256:760a5d9f240d9132dfae36e1055d377e0268775820daaab13d73fa030ab46df4

Observation d9393a8a-372b-478f-be15-25f15d60126d · outbound

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

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation TIP: Token Importance in On-Policy Distillation

Reference 18

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.434843Z digest=sha256:d4e2005bdd037cfa47f470809626ae6869adb030bba8cb8fe8e2ce939fcc1e38

Observation 1c304b16-3b54-43aa-a6d5-5aac31f10946 · outbound

This paper cites Learning to Reason under Off-Policy Guidance.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Learning to Reason under Off-Policy Guidance

Reference 19

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source=pdf_text observed=2026-08-05T15:45:28.483499Z digest=sha256:ba5e8f699f2d08e3e1c2e293759ec94e95fccca463d33e8a5e26b7a45711b880

Observation 9ddf68dd-24b8-454d-899b-a73fbedfbd1c · outbound

This paper cites Qwen3 Technical Report.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Qwen3 Technical Report

Reference 20

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source=pdf_text observed=2026-08-05T15:45:28.509579Z digest=sha256:3941cf7ace8477f23a9fb1b754d615086ab8b455f2f1df8ae979ed985f9781bc

Observation f8b318d3-4929-411b-ab18-9844ee722836 · outbound

This paper cites Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Vision-OPD: Learning to See Fine Details for Multimodal LLMs via On-Policy Self-Distillation

Reference 21

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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.554751Z digest=sha256:ab5b17980c7954d19936efd9b5513c5a2417c57a961b71445ea5ed503525831f

Observation b814fdac-10ec-4c7c-84be-002e37a556fb · outbound

This paper cites Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Self-Distilled Reasoner: On-Policy Self-Distillation for Large Language Models

Reference 22

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source=pdf_text observed=2026-08-05T15:45:28.594751Z digest=sha256:f70118839e22dc58a36601085c66a189c70515be192a7a552fd5e255038435d1

Observation e8a5b459-86f1-410d-aaf7-61bb5b9d33a6 · outbound

This paper cites SCOPE: Signal-Calibrated On-Policy Distillation Enhancement with Dual-Path Adaptive Weighting.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation SCOPE: Signal-Calibrated On-Policy Distillation Enhancement with Dual-Path Adaptive Weighting

Reference 23

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source=pdf_text observed=2026-08-05T15:45:28.644839Z digest=sha256:ad31963c5117b82b157d82291f1e527612addea02cbf7c1151bd5fa910ad6306

Observation afa86905-d01e-4bbc-bfba-53d6817e75e3 · outbound

This paper cites arXiv:2508.05612.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation arXiv:2508.05612

Reference 24

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source=pdf_text observed=2026-08-05T15:45:28.704748Z digest=sha256:b1ab5c6f62d9c5e3db666a986defe765ad6e9692c098e01b5d7f38da059f13a6

Observation 78ae1c43-7b0b-4b79-8379-fe648a1b8c2c · outbound

This paper cites Visual reasoning includes MathVision, Geo3K, and MathVistamini.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Visual reasoning includes MathVision, Geo3K, and MathVistamini

Reference 25

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verified fuzzy
raw_fallback, observed 2026-08-05T15:45:32.724835Z

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.

source=pdf_text observed=2026-08-05T15:45:28.754848Z digest=sha256:78adaff9b2d165b3824485fb4bfaa4941c279cdd8887922ccc5a5dc3f370df25

Observation dadfcddc-b7d4-4ad8-880f-03dbbb04d5e4 · outbound

This paper cites Measuring Mathematical Problem Solving With the MATH Dataset.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Measuring Mathematical Problem Solving With the MATH Dataset

Reference 2021

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source=pdf_text observed=2026-08-05T15:45:27.981139Z digest=sha256:a6701096f713883cf1eb8af76e98ed7d23c94255d4c4cfb09704576bb4efb0d1

Observation 62507b1a-98bb-452b-bf33-54dc3613156e · outbound

This paper cites Solving Quantitative Reasoning Problems with Language Models.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation Solving Quantitative Reasoning Problems with Language Models

Reference 2022

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source=pdf_text observed=2026-08-05T15:45:28.124748Z digest=sha256:772b274d3ee39279925ebcb562b354ca623d2d47b07ada94f8df42e15c335b85

Observation 2a957429-309c-4739-9042-ddd817202f75 · outbound

This paper cites On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation On-Policy Distillation of Language Models: Learning from Self-Generated Mistakes

Reference 2024

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source=pdf_text observed=2026-08-05T15:45:26.903610Z digest=sha256:6dabbeb0d62219199fac0ad04fd4daac3f311c6bf6f9336f6e2e4a16ad5c4b18

Observation 96f85aa7-cd70-482c-a65a-878bdf0f7f2c · outbound

This paper cites The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation The Entropy Mechanism of Reinforcement Learning for Reasoning Language Models

Reference 2025

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source=pdf_text observed=2026-08-05T15:45:27.054757Z digest=sha256:f1fe8977fba3166cdac17beb77fa0dbc450626857f28c4004abdd1719e69d26a

Observation b451eb2e-28a0-4c81-9e52-f46697ee9180 · outbound

This paper cites MiniLLM: On-Policy Distillation of Large Language Models.

When Teachers Mislead: Spurious-Signal-Aware On-Policy Distillation MiniLLM: On-Policy Distillation of Large Language Models

Reference 2026

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source=pdf_text observed=2026-08-05T15:45:27.434932Z digest=sha256:d2d7a43e786309ec831e50ca87fcdeffd28dfa473aa71e82cec13abd7f4eedd7

Pith citing papers

No inbound Pith citation observations are available.