Pith. sign in

Paper Citation Record · LEDGER

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

As of 15 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 2026-08-15T06:32:42.880941+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

  • verified exact0
  • 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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:27.189748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.189748Z digest=sha256:f2df90e0d8f21798b8780a2b2b4bb4c8e3b92f46b78e010b17ec7175e8b6388a

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:27.304749Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.304749Z digest=sha256:c37a2935673794fd8e9e180dde4b80382885e19ce8392afff7ced9a686edff35

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:27.675508Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.675508Z digest=sha256:e315e1bddc783685de0cc7ec1d4e1a33450a7061f1a0c35fdec94df82bbb7b17

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:27.876531Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.876531Z digest=sha256:62a7dc68a81d378b09203a160779919a6fc4d3c101e0dce32c55ec4d7db208cc

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.014761Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.014761Z digest=sha256:42a9e876f58b3987d15140f046ea7ab94109f64e36afe747ec72eac7b0714fc2

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.054494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.054494Z digest=sha256:dfab43c20fc6a8c1b1d2aeb1e622ae663bec3f66e8c8fd734b63bbac30db919d

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.088167Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.088167Z digest=sha256:28f22d974d6bf456372d8a99d65c30221fb8373670c1e7655e95b66020d03541

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.184751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.184751Z digest=sha256:061f7ef170bfe8875a45211cad51d1ba2e5fe5cf4cfe643f9be22d8f5c11a7f2

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.234751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.234751Z digest=sha256:3212082ca34de3be41a0aaa76cc8e4fd302aee96a66db8316e2bcdfcc37dd602

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.284751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.284751Z digest=sha256:5d3b709901d0455ec939281e17db6e1db39101136756d86948f83c4489565475

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.335239Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.335239Z digest=sha256:114ea7e65b054b34771747f5d65fecb387c7d2ada7f05f598b99f61766d90330

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.384750Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.384750Z digest=sha256:9d3163d21dd292a71e3799aeb18878dc648843f5f56257f2fc9bf1b44a0788c3

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.434843Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.434843Z digest=sha256:415c1002049499f87c50d47d947e3bb2152dc5d73d8a921891f76f42f9c51f35

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.483499Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.483499Z digest=sha256:6c1e3852054e5f66a07a68bb5cc39f02f982f121879d0aea341a655a72231d0e

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.509579Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.509579Z digest=sha256:24132cfd380126d51b33e76bb23bbc676995a420785910b1b68fa6611a537baf

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.554751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.554751Z digest=sha256:baf2181d47c39036e8260725e4a6c84c9659b28c3dad7ee13e1a5d49260992f7

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.594751Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.594751Z digest=sha256:d5340bd2bf0991b4adcaf16a0ffbde67ee11173467823e474855d98b45d20720

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.644839Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.644839Z digest=sha256:84fc25056c4173575df1381aaa9d2da623b3b75fc7f26bde79741ec92ed1bc68

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.704748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.704748Z digest=sha256:fe427f8cf66a5b595eec34ad3f1e24bc00af3cdbdb6640a3c9ddd0864584bc22

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

Resolution
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 2026-08-15T06:32:42.880941+00:00.

source=pdf_text observed=2026-08-05T15:45:28.754848Z digest=sha256:db0ce5753016c9ad7cb45477d63a8366a6b53e5d9572c92a00d31d70387dd31d

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:27.981139Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.981139Z digest=sha256:7504317dc4b109666ceb21bca896cc29096044354517720308eba795da988d6a

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:28.124748Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:28.124748Z digest=sha256:92949ab202c9e88b7e65b1822448b8348e615886916e354eeafc51c720ad38a1

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:26.903610Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:26.903610Z digest=sha256:45d5c158d26cf7dd49bcf73984c013204ceff1a79f2ca545c927c01357c054e1

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:27.054757Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.054757Z digest=sha256:1adbb8cc8e2e5df201f6bac68709a3c593354b4603c4327919f1b634fdd8ce21

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

Resolution
unresolved
no resolver link, observed 2026-08-05T15:45:27.434932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T15:45:27.434932Z digest=sha256:69caba60806c9b085035520f67e2c824748bccecbdb5e211c50b2e4a15b39907

Pith citing papers

No inbound Pith citation observations are available.