Paper Citation Record · LEDGER

CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

As of 9 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 21 inbound Pith citation observations for arXiv:2407.02883.

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

pith.paper-citation-record.v1
2407.02883 v3

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 21 of 21 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 21 of 21 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-08T12:25:12.272261Z

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 1f8e7b13-2a74-490f-a40e-6b4257023cf7 · inbound

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference cites this paper.

Smarter, Better, Faster, Longer: A Modern Bidirectional Encoder for Fast, Memory Efficient, and Long Context Finetuning and Inference CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 162

Resolution: verified exact; arxiv_id, observed 2026-05-20T17:46:47.131975Z

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 58c5f376-15c2-46b1-a525-dfaca6431bd1 · inbound

O1 Embedder: Let Retrievers Think Before Action cites this paper.

O1 Embedder: Let Retrievers Think Before Action CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-08T12:25:12.272261Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 522079c7-d191-4956-8cfe-25b1865b781f · inbound

MIRB: Mathematical Information Retrieval Benchmark cites this paper.

MIRB: Mathematical Information Retrieval Benchmark CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T15:19:55.208020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation edf4da49-5a6a-433c-84ec-59e43a5a7792 · inbound

CoRet: Improved Retriever for Code Editing cites this paper.

CoRet: Improved Retriever for Code Editing CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 31

Resolution: unresolved; no resolver link, observed 2026-08-07T12:35:32.852113Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f5e6e382-c075-42b1-bc39-c74a3419285a · inbound

ProRank: Prompt Warmup via Reinforcement Learning for Small Language Models Reranking cites this paper.

ProRank: Prompt Warmup via Reinforcement Learning for Small Language Models Reranking CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-19T12:02:16.814943Z

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 9d92c7d9-f06b-469a-9314-9ceef9a7c8aa · inbound

CoQuIR: A Comprehensive Benchmark for Code Quality-Aware Information Retrieval cites this paper.

CoQuIR: A Comprehensive Benchmark for Code Quality-Aware Information Retrieval CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-07T12:07:58.929120Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1e6a3426-42b0-4155-9b82-17f09ce97eae · inbound

Maintaining MTEB: Towards Long Term Usability and Reproducibility of Embedding Benchmarks cites this paper.

Maintaining MTEB: Towards Long Term Usability and Reproducibility of Embedding Benchmarks CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-06T22:35:12.266397Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 4aee729d-b5c4-48cb-a4a1-c6a3b465c109 · inbound

A Comparative Study of Specialized LLMs as Dense Retrievers cites this paper.

A Comparative Study of Specialized LLMs as Dense Retrievers CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T20:02:17.519551Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 0120ca3a-d2d7-4346-abbb-1044bfdfbead · inbound

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle cites this paper.

ParaStudent: Generating and Evaluating Realistic Student Code by Teaching LLMs to Struggle CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-06T16:45:48.724020Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1caf706c-4e25-4985-b880-93613d7f2772 · inbound

Artificial Intelligence and Misinformation in Art: Can Vision Language Models Judge the Hand or the Machine Behind the Canvas? cites this paper.

Artificial Intelligence and Misinformation in Art: Can Vision Language Models Judge the Hand or the Machine Behind the Canvas? CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 76

Resolution: unresolved; no resolver link, observed 2026-08-06T05:41:34.430796Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a02458c7-d61f-402d-909f-c67c8179ea8c · inbound

Granite Embedding R2 Models cites this paper.

Granite Embedding R2 Models CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-05T15:54:20.985844Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a940a878-bfe8-416a-bf3c-79bad9ea946d · inbound

Social Life of Code: Modeling Evolution through Code Embedding and Opinion Dynamics cites this paper.

Social Life of Code: Modeling Evolution through Code Embedding and Opinion Dynamics CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 16

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T22:06:43.132274Z

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 77f9caf4-4d91-414f-a7ba-cf706899f6bb · inbound

Granite Embedding Multilingual R2 Models cites this paper.

Granite Embedding Multilingual R2 Models CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-14T18:17:34.951933Z

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 a2b11346-4939-430c-9972-eaf18994e806 · inbound

Improving BM25 Code Retrieval Under Fixed Generic Tokenization: Adaptive q-Log Odds as a Drop-In BM25 Fix cites this paper.

Improving BM25 Code Retrieval Under Fixed Generic Tokenization: Adaptive q-Log Odds as a Drop-In BM25 Fix CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-20T08:13:08.065840Z

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 d99d0576-0d7a-4a9f-8708-0057fb070238 · inbound

Gemini Embedding 2: A Native Multimodal Embedding Model from Gemini cites this paper.

Gemini Embedding 2: A Native Multimodal Embedding Model from Gemini CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 40

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T18:23:50.292747Z

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 acfba86a-21ec-488a-98d1-3ca2a3ddcbdb · inbound

HAKARI-Bench: A Lightweight Benchmark for Comparing Retrieval Architectures and Efficiency Settings under Unified Conditions cites this paper.

HAKARI-Bench: A Lightweight Benchmark for Comparing Retrieval Architectures and Efficiency Settings under Unified Conditions CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 103

Resolution: metadata mismatch; arxiv_id, observed 2026-07-04T11:59:51.222419Z

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 2c376fe1-e2cb-419a-8bec-bc1b2901f4be · inbound

Scientific Code Search at Scale: A Multi-Domain Dataset and Benchmark cites this paper.

Scientific Code Search at Scale: A Multi-Domain Dataset and Benchmark CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 14

Resolution: unresolved; no resolver link, observed 2026-07-12T01:27:11.300710Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39a625f1-aff2-42d0-965e-ad8d48250f5e · inbound

Bekko Embedding: Parameter-Efficient Multilingual Retrieval with Ultra-Compact Encoders cites this paper.

Bekko Embedding: Parameter-Efficient Multilingual Retrieval with Ultra-Compact Encoders CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 78

Resolution: unresolved; no resolver link, observed 2026-08-01T03:15:59.418040Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3425b5cd-5863-44b1-8277-5287e15f29bc · inbound

PICopilot: An LLM-based Agentic Framework for Assisting Photonic Integrated Circuit Design via Script Generation cites this paper.

PICopilot: An LLM-based Agentic Framework for Assisting Photonic Integrated Circuit Design via Script Generation CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-04T20:50:45.164974Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b8b5ed72-e172-4603-b18a-5bdab5c5c3cb · inbound

PICopilot: An LLM-based Agentic Framework for Assisting Photonic Integrated Circuit Design via Script Generation cites this paper.

PICopilot: An LLM-based Agentic Framework for Assisting Photonic Integrated Circuit Design via Script Generation CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T00:13:00.396053Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation de8942a0-0521-493f-a6b8-dbb1f04262b4 · inbound

PICopilot: An LLM-based Agentic Framework for Assisting Photonic Integrated Circuit Design via Script Generation cites this paper.

PICopilot: An LLM-based Agentic Framework for Assisting Photonic Integrated Circuit Design via Script Generation CoIR: A Comprehensive Benchmark for Code Information Retrieval Models

Reference 45

Resolution: unresolved; no resolver link, observed 2026-08-07T00:59:51.136470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.