Paper Citation Record · LEDGER

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks

As of 18 August 2026, this Paper Citation Record lists 24 of 24 outbound references and 2 inbound Pith citation observations for arXiv:2605.31433.

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

pith.paper-citation-record.v1
2605.31433 v1

Coverage vector

measured 24 of 24 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-06-28T22:13:39.317125Z

measured 26 of 26 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-18T06:34:40.430872+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-03T01:47:26.989643Z

measured 0 of 1 external citation measurements

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

Source: cited_works

Reference resolution

24 of 24 outbound references displayed

verified exact0
verified fuzzy0
unresolved23
parse uncertain0
malformed identifier0
metadata mismatch1

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 5580f452-b47e-45ad-8eb3-423cc8f833dc · outbound

This paper cites I am EdgeRunner AI.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks I am EdgeRunner AI

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-06-28T22:22:42.704440Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-18T06:34:40.430872+00:00.

Observation 205b94ed-aa11-4e88-b11c-c635cdf6db94 · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 2

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cdf093e3-8e79-4b61-88cf-1f3b44cba140 · outbound

This paper cites </think> block.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks </think> block

Reference 3

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0b86e653-fa25-45f9-a057-257d7992cc86 · outbound

This paper cites 4:3:2” stratified distribution over 1/2/3 turns). A search tag is “valid.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks 4:3:2” stratified distribution over 1/2/3 turns). A search tag is “valid

Reference 4

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0fffbdc-e6f8-4664-bcd4-7a837cc4af50 · outbound

This paper cites The format score is rfmt = (think+tool+structure)/3.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks The format score is rfmt = (think+tool+structure)/3

Reference 5

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation dc4f242c-d3cc-45a8-9ff4-51ef4a8373e5 · outbound

This paper cites </think> tags.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks </think> tags

Reference 6

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation d6e56186-9216-4ff1-bdff-d2db13512a5e · outbound

This paper cites A search call is “valid” if it matches the regex<search>.*?</search>with non-empty content.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks A search call is “valid” if it matches the regex<search>.*?</search>with non-empty content

Reference 7

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f998eff-4342-4b48-a93b-4db8b2c4e6bd · outbound

This paper cites valid_search_calls.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks valid_search_calls

Reference 8

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e061ef60-7ca6-4f4c-8b5f-67518e25834f · outbound

This paper cites Qwen3-8B.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Qwen3-8B

Reference 9

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8ce2c4c1-05ef-4d95-9544-3265e79f9bc8 · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 10

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7656396e-4c4c-425a-8f98-76d591bcc939 · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 11

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f29c46e5-f2f4-4f12-9511-f4f850df30f4 · outbound

This paper cites Qwen3-32B.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Qwen3-32B

Reference 12

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b95203b-4aba-4d5e-9de2-a6f48ecaa59c · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 13

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 47d20bde-b8bd-41d7-ac92-d16b8298b739 · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 14

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e0e0006b-adc8-4ff4-a02f-f2762478bdd5 · outbound

This paper cites Table 10: Rubrics from Qwen3-4B, 8B, and 32B on a summarisation task.Red: generic prompt restatements;blue: source-grounded facts;green: analytical requirements.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Table 10: Rubrics from Qwen3-4B, 8B, and 32B on a summarisation task.Red: generic prompt restatements;blue: source-grounded facts;green: analytical requirements

Reference 15

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 90833e24-96e1-47cd-beba-4d1f3cf5f79b · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 16

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2ebb8ecf-e621-485f-86c7-951bf8787483 · outbound

This paper cites name":"search.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks name":"search

Reference 17

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 657ee2fb-0d71-4737-a614-c15408f95de9 · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 276eb01a-d12f-407e-986c-01948bada1c5 · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 19

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 07e31123-5035-47a5-97ab-b1739a0c2731 · outbound

This paper cites The Judge evaluates a Solver response against a single rubric criterion with strict binary scoring (0 or 1).

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks The Judge evaluates a Solver response against a single rubric criterion with strict binary scoring (0 or 1)

Reference 20

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e44fb9d7-6d01-48ee-b02f-173099d8d0f4 · outbound

This paper cites Each rubric contains a single clear requirement — not compound.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Each rubric contains a single clear requirement — not compound

Reference 21

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36ca05e7-5673-44af-9a38-8e3e9537d794 · outbound

This paper cites Command verbs: Addresses, Demonstrates, Provides, Incorporates, Synthesises, Identifies, Explains, Compares, Evaluates, Integrates, Supports, Applies.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Command verbs: Addresses, Demonstrates, Provides, Incorporates, Synthesises, Identifies, Explains, Compares, Evaluates, Integrates, Supports, Applies

Reference 22

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e612c730-d0c9-4523-b096-122d6ba18f4f · outbound

This paper cites an unresolved cited work.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9d6ec144-b8b6-412c-9e86-70727133b3a9 · outbound

This paper cites critical|important|bonus.

SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks critical|important|bonus

Reference 24

Resolution: unresolved; no resolver link, observed 2026-06-28T22:13:39.317125Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation e65d33d3-0910-48fa-9bf3-5bb0b8cb6e94 · inbound

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning cites this paper.

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks

Reference 57

Resolution: unresolved; no resolver link, observed 2026-07-30T18:33:28.507798Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6592df4b-8e50-48ac-9e43-f33b6ec39a2e · inbound

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning cites this paper.

SERPO: Self-Evolving Rubric Policy Optimization for Open-Ended Test-Time Reinforcement Learning SCOPE: Self-Play via Co-Evolving Policies for Open-Ended Tasks

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-03T01:47:26.989643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.