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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=sha256:5d833f9d68f85ba881785177031f71339118a28b74ccf0c02b6404915604c90e

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:daaa1d6600b8d1a5694bf56e7c25bfd32f689ed00543e3fbdba48c3bf8f9d072

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=sha256:5a2b42bc8beca3e68a665577b4b8daa46bf1027ff9c5aaf30a664ec1a788bbea

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=pdf_text observed=2026-08-05T15:45:27.876531Z digest=sha256:2329218f48d668fec86a6f10aebb87c10cc682447d918d06c0be45c85510dfa1

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=sha256:91e2b8b92ceb54763c4e2a07b533353e5d7e7c0f5938fb8ca1c7d21f08e99a3a

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=sha256:9e838b3eb67a01133579139758bc7aaa0905b253a20d474562b7e0b0c754ce4e

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:d0e89435b868cedb669944d1e781252d89bcb496c8c41024bc9b9fe8c6f72c75

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=sha256:8e45e6fb291a8a7690d3f6dd50d216d42b2350062910d1a751092522732fc20a

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:e3b0d1be7a82ac1621bc6c33742383da8b77f0ca0863b5dc49c3b0fe7147d919

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:f4f786d35f66b5e6c0d89f19509da50f099958061333b0af1a5ca560f7cea8f6

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=sha256:761123a755ea2688465e394f439b037dc8ec52b7d05b678a2f4fbf2c660e5225

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=pdf_text observed=2026-08-05T15:45:28.384750Z digest=sha256:1be8074966eb690949152bcf85f43a6d17e5f60362ffab5d2dc43ee6efebfa5b

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=sha256:4676bf22fcc2709dd0a228dd598bbfcd2d32a6ea6ef3e835080f79e265426030

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:c6a0872c7e71c48bd0880b4d9553c6dab935c366a389ea53c8e54e2d88f30c7c

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:dade4fb52a1c4566a9fa3e7892452bff56fec8e05f113a00f796e7d0d6155f3f

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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source=pdf_text observed=2026-08-05T15:45:28.554751Z digest=sha256:55c33451d9d7387bef8e58ed618e9220879bb80fd654276dfbee8a72f9e0e0c7

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=sha256:23a02c7e73136852517ff5e24585c89a363897f79db42a0af82fc0ed8d3494a3

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=sha256:70866d5a994a515856e535c47076660dc84fc8f4c23b287ba8d32f2875f074a0

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=sha256:9c53dc0a1102382f4eb655260a8a1ebeea851262e910e90ce451e38399a85ff3

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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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=sha256:8d3b94ec958be4bc0ad065a43e0591f679183812d1969cd584673a13bcd24ba5

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:dc5311c7dd6d63aa81111af817238907f85ba4f232b2acafe7b4e338b8b2d8b2

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=sha256:68ec41eff9c2cef5c273e90d18aa7daa62351ded6f7c069b52242e45c0d05e28

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=sha256:34355b0d41b8b26c850cb899b18699d03b0c3aa1ab792d65385011d3c9a4058f

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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Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.054757Z digest=sha256:8275feb7bc5257b02cd9c721d3a3fa670fd0d58921dc7c741bcdf0f579c229af

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:b4ac7b99cfad80191bbafb1144bb2ac21ae398f07703f02ba13d5f895f132a91

Pith citing papers

No inbound Pith citation observations are available.