Paper Citation Record · LEDGER

Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

As of 6 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 6 inbound Pith citation observations for arXiv:2505.07961.

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

pith.paper-citation-record.v1
2505.07961 v3

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 2026-08-05T06:32:48.257954+00:00

measured 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-02T08:56:34.604372Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-20T19:43:44.121220Z

Reference resolution

0 of 0 outbound references displayed

verified exact0
verified fuzzy0
unresolved0
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

No outbound reference observations are available for this paper version.

Pith citing papers

Observation a90e90b1-f664-4c52-a947-aabcf031f41f · inbound

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models cites this paper.

Stop Overthinking: A Survey on Efficient Reasoning for Large Language Models Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

Reference 240

Resolution: verified exact; arxiv_id, observed 2026-05-14T01:29:57.422076Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation caafa4cf-1572-4ec2-90a7-2cb382e35772 · inbound

Bayesian Social Deduction with Graph-Informed Language Models cites this paper.

Bayesian Social Deduction with Graph-Informed Language Models Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

Reference 76

Resolution: verified exact; arxiv_id, observed 2026-05-19T07:32:09.410714Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8c401132-526a-4f28-975e-e06499a9d6a7 · inbound

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost cites this paper.

Post Reasoning: Improving the Performance of Non-Thinking Models at No Cost Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

Reference 233

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T20:06:09.979128Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 6788d978-46b9-445a-9287-e00caccf6347 · inbound

VSPO: Vector-Steered Policy Optimization for Behavioral Control cites this paper.

VSPO: Vector-Steered Policy Optimization for Behavioral Control Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-20T19:43:44.123476Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-05T06:32:48.257954+00:00.

Observation 8f3b2d51-b066-417b-b03b-9934dd5d82f7 · inbound

OS-Pruner: Pruning Chains-of-Thought of Reasoning Models via Optimal Stopping cites this paper.

OS-Pruner: Pruning Chains-of-Thought of Reasoning Models via Optimal Stopping Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

Reference 25

Resolution: unresolved; no resolver link, observed 2026-07-14T07:09:11.486851Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6a2788d7-a87f-4422-ad06-7d008e98f891 · inbound

From Trajectories to Prefixes: Reusing Teacher Trajectories via Replayed Prefixes and Online Continuation cites this paper.

From Trajectories to Prefixes: Reusing Teacher Trajectories via Replayed Prefixes and Online Continuation Making Small Language Models Efficient Reasoners: Intervention, Supervision, Reinforcement

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-02T08:56:34.604372Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.