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Paper Citation Record · LEDGER

Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

As of 15 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 9 inbound Pith citation observations for arXiv:2502.19557.

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

pith.paper-citation-record.v1
2502.19557 v1

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 9 of 9 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 9 of 9 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T13:09:52.943988Z

measured 1 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Reference resolution

0 of 0 outbound references displayed

  • verified exact0
  • verified fuzzy0
  • unresolved0
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

0
arxiv_reference, observed 2026-08-05T02:28:24.338817Z

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation b5d40556-8047-41ac-99e0-367bec02ec7e · inbound

Multi-MLLM Knowledge Distillation for Out-of-Context News Detection cites this paper.

Multi-MLLM Knowledge Distillation for Out-of-Context News Detection Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 31

Resolution
unresolved
no resolver link, observed 2026-08-07T13:09:52.943988Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T13:09:52.943988Z digest=sha256:7b0657f47dd9d2fe8ebdfdfa92b7ac29fd965cff9750b8153fa396c5977473d7

Observation 5dae83d3-89e7-4d02-807a-4b57195fbd38 · inbound

Enhancing Reasoning Capabilities in SLMs with Reward Guided Dataset Distillation cites this paper.

Enhancing Reasoning Capabilities in SLMs with Reward Guided Dataset Distillation Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 62

Resolution
unresolved
no resolver link, observed 2026-08-06T22:45:04.656219Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T22:45:04.656219Z digest=sha256:591a762963fcd4a0392c26fa081214ea4feb1255671e5ac63a13176bcfaf8359

Observation 2e6717eb-45a6-40a0-ab59-0e9be9669c13 · inbound

Can Large Language Models Develop Strategic Reasoning? Post-training Insights from Learning Chess cites this paper.

Can Large Language Models Develop Strategic Reasoning? Post-training Insights from Learning Chess Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 28

Resolution
unresolved
no resolver link, observed 2026-08-06T21:13:15.405997Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-06T21:13:15.405997Z digest=sha256:3c297dc6974776de0854f3492c118d8dcdbe3697064db11f060595f2f55990ce

Observation 67dc3189-f9ee-4ec7-859b-fd560f71f211 · inbound

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle cites this paper.

Reinforcement Learning Meets Large Language Models: A Survey of Advancements and Applications Across the LLM Lifecycle Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 243

Resolution
unresolved
no resolver link, observed 2026-08-04T16:07:47.507472Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-04T16:07:47.507472Z digest=sha256:3d1b229e1ff0661ef683ff5d283a18b2dfdd5561ea5ccedc4fa37c8a262e3fb5

Observation f651e1aa-6c36-48e1-814f-38aa819bfc5e · inbound

Large Language Model Post-Training: A Unified View of Off-Policy and On-Policy Learning cites this paper.

Large Language Model Post-Training: A Unified View of Off-Policy and On-Policy Learning Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 135

Resolution
verified exact
arxiv_id, observed 2026-05-11T00:30:53.507222Z

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=2026-05-10T18:28:58.515666Z digest=sha256:99e4c69fdbd78db2b8e71518ee87d15ebae253463d0ef06d06657cdf89aa742c

Observation e4370c7d-19fe-45f6-bbb4-5d9bb82833a9 · inbound

Auditing Automated Evaluation, Error Propagation, and Runtime Mitigation in Tool-Using Language Agents cites this paper.

Auditing Automated Evaluation, Error Propagation, and Runtime Mitigation in Tool-Using Language Agents Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 27

Resolution
metadata mismatch
arxiv_id, observed 2026-05-10T08:02:24.351219Z

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=2026-05-10T08:00:45.789649Z digest=sha256:0ab082215d22b6c30eca4c3d25a5c6f90c3903c8f611e8d77d8d2a8345add941

Observation 35523da7-5267-4219-a693-47d07a978105 · inbound

Mixed response geometry and critical crossover in the Ising model cites this paper.

Mixed response geometry and critical crossover in the Ising model Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 27

Resolution
unresolved
no resolver link, observed 2026-07-12T19:18:49.672005Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-12T19:18:49.672005Z digest=sha256:5bb89c6579c1e85ae0beb0f305da9f6c62ecdb27713bd393d0e9cceddb519a9d

Observation 69301cc6-d2c3-418b-9d62-4730f77a2ca2 · inbound

Trust Region On-Policy Distillation cites this paper.

Trust Region On-Policy Distillation Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 161

Resolution
metadata mismatch
arxiv_id, observed 2026-07-01T20:56:13.473416Z

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=arxiv_source observed=2026-06-28T17:38:50.313305Z digest=sha256:51596c1c45aa18f6032cd0449b4b1c6837334b9a1a767b43883c664b84d0c6d1

Observation 2ef3ffc6-4db8-4839-8333-476f4483f85e · inbound

V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning cites this paper.

V-Zero: Answer-Label-Free On-Policy Distillation with Contrastive Evidence Gating for Fine-Grained Visual Reasoning Distill Not Only Data but Also Rewards: Can Smaller Language Models Surpass Larger Ones?

Reference 12

Resolution
verified exact
arxiv_id, observed 2026-07-04T19:30:06.798413Z

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=arxiv_source observed=2026-06-25T21:23:10.051805Z digest=sha256:6d5893b400c1c39763729065de435f460d88112a386be86a71e470e0e1408381