Paper Citation Record · LEDGER

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

As of 5 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 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 6 of 6 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-04T06:34:03.388597+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-04T16:07:47.507472Z

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 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.

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 2026-08-04T06:34:03.388597+00:00.

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

Evaluating Tool-Using Language Agents: Judge Reliability, Propagation Cascades, and Runtime Mitigation in AgentProp-Bench cites this paper.

Evaluating Tool-Using Language Agents: Judge Reliability, Propagation Cascades, and Runtime Mitigation in AgentProp-Bench 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 2026-08-04T06:34:03.388597+00:00.

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.

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 2026-08-04T06:34:03.388597+00:00.

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 2026-08-04T06:34:03.388597+00:00.