Paper Citation Record · LEDGER

Multi-Agent Collaboration for Multilingual Code Instruction Tuning

As of 9 August 2026, this Paper Citation Record lists 37 of 37 outbound references and 2 inbound Pith citation observations for arXiv:2502.07487.

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

pith.paper-citation-record.v1
2502.07487 v1

Coverage vector

measured 37 of 37 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:37:25.843295Z

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-09T06:31:02.800959+00:00

measured 2 of 2 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T15:23:25.039824Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-05-15T02:57:38.058343Z

Reference resolution

37 of 37 outbound references displayed

verified exact0
verified fuzzy0
unresolved37
parse uncertain0
malformed identifier0
metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation d87e53da-e06d-43e2-8a09-87f8e5d9528b · outbound

This paper cites Program Synthesis with Large Language Models.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Program Synthesis with Large Language Models

Reference 1

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.662106Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff384cb2-e0c2-401b-a13b-1ffed4e48a70 · outbound

This paper cites an unresolved cited work.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Unresolved cited work

Reference 2

Resolution: unresolved; raw_fallback, observed 2026-08-08T12:37:26.337659Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation bfb1e4e4-dcdb-47a7-8f4a-f66ec362742a · outbound

This paper cites McEval: Massively Multilingual Code Evaluation.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning McEval: Massively Multilingual Code Evaluation

Reference 3

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.672842Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 44f86456-bc5a-4cb2-99ca-f68873077d4a · outbound

This paper cites an unresolved cited work.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Unresolved cited work

Reference 4

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.678487Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1866c6ef-6972-4c98-ac21-846cbdec2e4b · outbound

This paper cites Evaluating Large Language Models Trained on Code.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Evaluating Large Language Models Trained on Code

Reference 5

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.683395Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5daa6a0c-8cd1-4e5c-99f0-e288857d5fca · outbound

This paper cites an unresolved cited work.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Unresolved cited work

Reference 6

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.688670Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f6f6007-e635-4b01-b7ff-8a0875c382c1 · outbound

This paper cites Textbooks Are All You Need.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Textbooks Are All You Need

Reference 7

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.694227Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 743a38de-d71b-4056-93e2-17d1eb52cf60 · outbound

This paper cites DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning DeepSeek-Coder: When the Large Language Model Meets Programming -- The Rise of Code Intelligence

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.704500Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39ba5f34-e2f0-4bf2-a1bb-068edbbfc907 · outbound

This paper cites Large Language Model based Multi-Agents: A Survey of Progress and Challenges.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Large Language Model based Multi-Agents: A Survey of Progress and Challenges

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.709152Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48587a3c-636b-435d-b658-db414e5e0083 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Qwen2.5-Coder Technical Report

Reference 11

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.714426Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7f1fbd54-5ba2-4ec2-9574-11029740ee0f · outbound

This paper cites StarCoder: may the source be with you!.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning StarCoder: may the source be with you!

Reference 12

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.719502Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff6cd8de-5d51-4965-9b52-d8bb83566a0c · outbound

This paper cites Textbooks Are All You Need II: phi-1.5 technical report.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Textbooks Are All You Need II: phi-1.5 technical report

Reference 13

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.724658Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 57720818-e99b-4427-acd9-82022043bdda · outbound

This paper cites MdEval: Massively Multilingual Code Debugging.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning MdEval: Massively Multilingual Code Debugging

Reference 14

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.729874Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 36a40ee4-029d-4743-aa5e-5805644c6875 · outbound

This paper cites FullStack Bench: Evaluating LLMs as Full Stack Coders.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning FullStack Bench: Evaluating LLMs as Full Stack Coders

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.734725Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 156f0c14-1675-4b2c-8ac2-1261bce14723 · outbound

This paper cites Refining ChatGPT-Generated Code: Characterizing and Mitigating Code Quality Issues.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Refining ChatGPT-Generated Code: Characterizing and Mitigating Code Quality Issues

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.739601Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0d83c1b-7878-4365-9229-9d44ba469076 · outbound

This paper cites StarCoder 2 and The Stack v2: The Next Generation.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning StarCoder 2 and The Stack v2: The Next Generation

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.744422Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 43102b86-e485-4f8b-805f-bb39e36a07c7 · outbound

This paper cites an unresolved cited work.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Unresolved cited work

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.749224Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ba4a9119-b67f-49cb-b59a-c6a41dcfc810 · outbound

This paper cites WizardCoder: Empowering Code Large Language Models with Evol-Instruct.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning WizardCoder: Empowering Code Large Language Models with Evol-Instruct

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.754738Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de2c823b-34b6-4bfd-aae2-a09b79f7c4b3 · outbound

This paper cites an unresolved cited work.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Unresolved cited work

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.759678Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9139c9dc-8eb8-4936-a98a-3d85182fcead · outbound

This paper cites GPT-4 Technical Report.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning GPT-4 Technical Report

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.764117Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 739e4d6f-2710-4dbd-b3d7-03c3283589ed · outbound

This paper cites an unresolved cited work.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Unresolved cited work

Reference 22

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.768741Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 46bccad5-928c-46df-99fb-bd4e23c1aa49 · outbound

This paper cites an unresolved cited work.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Unresolved cited work

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.773274Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation bfb8d2cc-82cc-4af7-836d-e71972d25f79 · outbound

This paper cites Code Llama: Open Foundation Models for Code.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Code Llama: Open Foundation Models for Code

Reference 24

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.777730Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 363b0176-bbd1-48a2-b38f-a1c36360a317 · outbound

This paper cites A Survey on Large Language Model based Autonomous Agents.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning A Survey on Large Language Model based Autonomous Agents

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.782528Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation db83c35a-9329-49fe-88dc-923d26fb93ad · outbound

This paper cites Smith, Daniel Khashabi, and Hannaneh Hajishirzi.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Smith, Daniel Khashabi, and Hannaneh Hajishirzi

Reference 26

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.787302Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3f9f1bda-068e-4635-b4aa-0c7aa99bcdca · outbound

This paper cites Joty, and Steven C.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Joty, and Steven C

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.792092Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e8fcdf34-cf46-4945-8284-cc9f29276d26 · outbound

This paper cites Magicoder: Empowering Code Generation with OSS-Instruct.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Magicoder: Empowering Code Generation with OSS-Instruct

Reference 28

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.796593Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 565379b7-6436-46bc-95d2-2f92f023ec9a · outbound

This paper cites ChatUniTest: A Framework for LLM-Based Test Generation.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning ChatUniTest: A Framework for LLM-Based Test Generation

Reference 29

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.801349Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50c7f048-291c-43a8-b6ea-afb06ff6ae3b · outbound

This paper cites an unresolved cited work.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Unresolved cited work

Reference 30

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.806136Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation be6292d8-dd96-4442-ad1f-514d9c881e56 · outbound

This paper cites Evaluating and Aligning CodeLLMs on Human Preference.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning Evaluating and Aligning CodeLLMs on Human Preference

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.810437Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ec7dce5-21be-4214-aa33-4ef23070faf9 · outbound

This paper cites ExecRepoBench: Multi-level Executable Code Completion Evaluation.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning ExecRepoBench: Multi-level Executable Code Completion Evaluation

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.814836Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 996788f2-1d25-4d0f-a52a-495374cd6c9d · outbound

This paper cites WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning WaveCoder: Widespread And Versatile Enhancement For Code Large Language Models By Instruction Tuning

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.819503Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 50bf12c4-8deb-428e-83f0-8144ab9668e1 · outbound

This paper cites LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning LLaMA-Adapter: Efficient Fine-tuning of Language Models with Zero-init Attention

Reference 34

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.824098Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de4166ed-0beb-4156-9ba5-c139bf7ebaa0 · outbound

This paper cites CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning CodeGeeX: A Pre-Trained Model for Code Generation with Multilingual Benchmarking on HumanEval-X

Reference 35

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.829003Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 2b67a8bb-2142-44c6-a356-2798a78e0ad3 · outbound

This paper cites BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning BigCodeBench: Benchmarking Code Generation with Diverse Function Calls and Complex Instructions

Reference 36

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.833507Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 89dd4ef6-908f-4eed-abf3-bbd93ceabb6b · outbound

This paper cites URL: " 'urlintro :=.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning URL: " 'urlintro :=

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.838279Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 13f41b91-6e64-4146-8f77-ad9573ed41a4 · outbound

This paper cites write newline.

Multi-Agent Collaboration for Multilingual Code Instruction Tuning write newline

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-08T12:37:25.843295Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Pith citing papers

Observation caaf208d-c1fc-47e6-85e0-fab481ad44b5 · inbound

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review cites this paper.

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review Multi-Agent Collaboration for Multilingual Code Instruction Tuning

Reference 187

Resolution: verified exact; arxiv_id, observed 2026-05-15T02:57:38.060251Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-09T06:31:02.800959+00:00.

Observation a8b69dc6-c15d-48d6-b734-85ecd0ddcf20 · inbound

P2P: Automated Paper-to-Poster Generation and Fine-Grained Benchmark cites this paper.

P2P: Automated Paper-to-Poster Generation and Fine-Grained Benchmark Multi-Agent Collaboration for Multilingual Code Instruction Tuning

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-07T15:23:25.039824Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.