Paper Citation Record · LEDGER

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents

As of 8 August 2026, this Paper Citation Record lists 15 of 15 outbound references and 0 inbound Pith citation observations for arXiv:2608.05886.

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

pith.paper-citation-record.v1
2608.05886 v1

Coverage vector

measured 15 of 15 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-07T21:49:39.603145Z

measured 15 of 15 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-08T06:32:00.761636+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

15 of 15 outbound references displayed

verified exact0
verified fuzzy3
unresolved12
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation 05048847-9164-495e-8072-cf698540cef3 · outbound

This paper cites classical BM25.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents classical BM25

Reference 2

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:49:39.756391Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 927b7980-bf7f-4d01-b64b-5900562bc05e · outbound

This paper cites ToRL: Scaling Tool-Integrated RL.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents ToRL: Scaling Tool-Integrated RL

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.554840Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 81ed61d0-8fad-4eeb-9d0e-8ddbdf187007 · outbound

This paper cites ReasonIR: Training Retrievers for Reasoning Tasks.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents ReasonIR: Training Retrievers for Reasoning Tasks

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.558893Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 021132f5-cb8c-4d3d-a645-5cca8327d116 · outbound

This paper cites OpenHands: An Open Platform for AI Software Developers as Generalist Agents.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents OpenHands: An Open Platform for AI Software Developers as Generalist Agents

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.567284Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 94edb3cc-ec72-4022-89d3-28052aed342a · outbound

This paper cites RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents RAGEN: Understanding Self-Evolution in LLM Agents via Multi-Turn Reinforcement Learning

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.571700Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e060e768-ecb1-4f3d-a09b-2b79832f95db · outbound

This paper cites Agentless: Demystifying LLM-based Software Engineering Agents.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents Agentless: Demystifying LLM-based Software Engineering Agents

Reference 8

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.575938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a8219774-6e1e-46d6-a60b-ae7aa2e4f535 · outbound

This paper cites SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents SWE-Fixer: Training Open-Source LLMs for Effective and Efficient GitHub Issue Resolution

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.579721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6425af55-62bd-40fa-a09d-525be422f550 · outbound

This paper cites Qwen3 Technical Report.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents Qwen3 Technical Report

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.583543Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de14a1dd-4641-4f72-bc93-bde4c11a5b26 · outbound

This paper cites SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents SWE-agent: Agent-Computer Interfaces Enable Automated Software Engineering

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.587218Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 8a22819a-7d7f-4329-821c-ee7f089dad42 · outbound

This paper cites assistant.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents assistant

Reference 13

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:49:39.782303Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 4918c87d-7592-4b49-b911-7a9c5959d91d · outbound

This paper cites an average of weighted F1 scores over file retrieval and line retrieval tasks.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents an average of weighted F1 scores over file retrieval and line retrieval tasks

Reference 14

Resolution: verified fuzzy; raw_fallback, observed 2026-08-07T21:49:39.770413Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-08T06:32:00.761636+00:00.

Observation 9e626efb-9589-46b1-9912-e3f6817d58fe · outbound

This paper cites SWE-bench: Can Language Models Resolve Real-World GitHub Issues?.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents SWE-bench: Can Language Models Resolve Real-World GitHub Issues?

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.545865Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26526f05-ab46-443e-a885-c7a732635d87 · outbound

This paper cites DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models

Reference 2024

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.563156Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c4cbbe66-712a-4135-8164-1ee59c9c84bf · outbound

This paper cites Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning

Reference 2025

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.550492Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b4d83a83-1750-4d37-b183-b1f24060378a · outbound

This paper cites Learning to Retrieve from Agent Trajectories.

CodeGrep: An RL-Trained Retrieval Agent for LLM Coding Agents Learning to Retrieve from Agent Trajectories

Reference 2026

Resolution: unresolved; no resolver link, observed 2026-08-07T21:49:39.590937Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

No inbound Pith citation observations are available.