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Paper Citation Record · LEDGER

Efficient Code Embeddings from Code Generation Models

As of 8 August 2026, this Paper Citation Record lists 16 of 16 outbound references and 6 inbound Pith citation observations for arXiv:2508.21290.

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

pith.paper-citation-record.v1
2508.21290 v1

Coverage vector

measured 16 of 16 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links, observed 2026-08-05T14:28:59.779271Z

measured 22 of 22 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 6 of 6 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-07T10:19:34.439140Z

measured 0 of 1 external citation measurements

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

Source: arxiv_reference, observed 2026-07-03T13:08:08.858921Z

Reference resolution

16 of 16 outbound references displayed

  • verified exact0
  • verified fuzzy2
  • unresolved14
  • parse uncertain0
  • malformed identifier0
  • metadata mismatch0

External citation measurements

No source-named external measurement is stored.

Outbound references

Observation c6c2b8b7-6a3e-41f3-a522-e07447b43630 · outbound

This paper cites Gemini Embedding: Generalizable Embeddings from Gemini.

Efficient Code Embeddings from Code Generation Models Gemini Embedding: Generalizable Embeddings from Gemini

Reference 5

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unresolved
no resolver link, observed 2026-08-05T14:28:58.134666Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.134666Z digest=sha256:b82d29b6e854621b1df8fbc97516843c9d84a688f80da3d7f926879e71db2b82

Observation b2fba217-f02a-4d6c-996f-abcc6630f9bd · outbound

This paper cites jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval.

Efficient Code Embeddings from Code Generation Models jina-embeddings-v4: Universal Embeddings for Multimodal Multilingual Retrieval

Reference 8

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unresolved
no resolver link, observed 2026-08-05T14:28:58.377675Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.377675Z digest=sha256:29d9329c5a939590086b55ece4a701a3127e148571339c67efef6c46f71b2c79

Observation dd20e963-2fc8-4ea4-9c85-2ef37c793903 · outbound

This paper cites Qwen2.5-Coder Technical Report.

Efficient Code Embeddings from Code Generation Models Qwen2.5-Coder Technical Report

Reference 10

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unresolved
no resolver link, observed 2026-08-05T14:28:58.578306Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.578306Z digest=sha256:7e57a23af924e86432025d29b1300d50195e7b8766707a8047802bb5d20f972e

Observation 0295d9ae-0cfd-4dbd-a56b-b343c1b59938 · outbound

This paper cites CodeSearchNet Challenge: Evaluating the State of Semantic Code Search.

Efficient Code Embeddings from Code Generation Models CodeSearchNet Challenge: Evaluating the State of Semantic Code Search

Reference 11

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unresolved
no resolver link, observed 2026-08-05T14:28:58.666932Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.666932Z digest=sha256:f9f6f740a11300a77a1316e5e41d1e93db77ae42446c194a74b0f117f7b2354f

Observation a2aaabdc-1036-4b3b-9fae-9604c5a57d86 · outbound

This paper cites NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models.

Efficient Code Embeddings from Code Generation Models NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models

Reference 13

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unresolved
no resolver link, observed 2026-08-05T14:28:58.818014Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.818014Z digest=sha256:87715c528eb7e300378f74cba9ca538c387587dc29dc08f94d3fff0a2753ab09

Observation 1a7a8fa3-abc2-4541-9bdf-5063730c9739 · outbound

This paper cites Xiangyang Li, Kuicai Dong, Yi Quan Lee, et al.

Efficient Code Embeddings from Code Generation Models Xiangyang Li, Kuicai Dong, Yi Quan Lee, et al

Reference 14

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unresolved
no resolver link, observed 2026-08-05T14:28:58.835642Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.835642Z digest=sha256:01cb9c789f53ca0a88257dc470416f9701687e80757bea8f415d65635f741c68

Observation c3ac8e8c-b74f-46e5-95ad-0bfad75f6132 · outbound

This paper cites GPT-4o System Card.

Efficient Code Embeddings from Code Generation Models GPT-4o System Card

Reference 15

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unresolved
no resolver link, observed 2026-08-05T14:28:58.957228Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.957228Z digest=sha256:20ee2702ff08f608c399a5c3d16ea5a6624a9a67a258c2c24848d19c462b3652

Observation 3bec843e-72c0-41fb-8127-b0ea9538f077 · outbound

This paper cites jina-embeddings-v3: Multilingual Embeddings With Task LoRA.

Efficient Code Embeddings from Code Generation Models jina-embeddings-v3: Multilingual Embeddings With Task LoRA

Reference 17

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unresolved
no resolver link, observed 2026-08-05T14:28:59.189539Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:59.189539Z digest=sha256:4b7172d60e84a3067ccd21b3d7c663c35454400c4afb46c80cf9bc6ea31927e8

Observation a712fee1-5f8f-4f79-ad6b-e452a793b96c · outbound

This paper cites Representation Learning with Contrastive Predictive Coding.

Efficient Code Embeddings from Code Generation Models Representation Learning with Contrastive Predictive Coding

Reference 19

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unresolved
no resolver link, observed 2026-08-05T14:28:59.373032Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:59.373032Z digest=sha256:6d0c6aeabbb1c614d41ed75406366f86756b792fedf4bffa280d9478c44814e8

Observation 01d9a586-a030-4c44-bcd0-1fb00618f315 · outbound

This paper cites an unresolved cited work.

Efficient Code Embeddings from Code Generation Models Unresolved cited work

Reference 20

Resolution
unresolved
no resolver link, observed 2026-08-05T14:28:59.466324Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:59.466324Z digest=sha256:24bec78f01cc0b76e83b5ce1cb7ccdf9e89e3d59e47742dfac60a14a130082a6

Observation 45ab6e7a-fd6e-4f4c-86df-0d146b426b67 · outbound

This paper cites Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models.

Efficient Code Embeddings from Code Generation Models Qwen3 Embedding: Advancing Text Embedding and Reranking Through Foundation Models

Reference 23

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unresolved
no resolver link, observed 2026-08-05T14:28:59.779271Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:59.779271Z digest=sha256:fa5ae25bc99306394c5feb789e5e6b6ba004b515f8d00a2115237ad7bc0b8e13

Observation 3cf44b41-fe01-4752-940c-c617bbff6843 · outbound

This paper cites Wojciech Zaremba and Greg Brockman.

Efficient Code Embeddings from Code Generation Models Wojciech Zaremba and Greg Brockman

Reference 642

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:29:00.544753Z

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.

source=pdf_text observed=2026-08-05T14:28:59.546239Z digest=sha256:52ddd9a7ff07a9b372912ff340dbfa9b09a1180adf54bacf66bee0b0be055038

Observation 67b425eb-ae17-44fe-acd4-7d6ad77483ed · outbound

This paper cites Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova.

Efficient Code Embeddings from Code Generation Models Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova

Reference 2016

Resolution
verified fuzzy
raw_fallback, observed 2026-08-05T14:29:00.786531Z

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.

source=pdf_text observed=2026-08-05T14:28:57.615076Z digest=sha256:7574f83c9541e0efda0edbd36e4f5650443f6272102c92b0cd6b2ed2f081b75d

Observation 97fc58b8-df95-4bb2-9475-4a6d3bb9494f · outbound

This paper cites URL https://dl.acm.org/doi/10.1145/3180155.3180167.

Efficient Code Embeddings from Code Generation Models URL https://dl.acm.org/doi/10.1145/3180155.3180167

Reference 2018

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unresolved
no resolver link, observed 2026-08-05T14:28:58.210765Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.210765Z digest=sha256:9d51f350417d42555d7057a298014a8b967d5580e669abfc4b1c30b206c68a3f

Observation 6369ee59-15f7-45b4-8ee4-5bcb9b37735e · outbound

This paper cites Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents.

Efficient Code Embeddings from Code Generation Models Jina Embeddings 2: 8192-Token General-Purpose Text Embeddings for Long Documents

Reference 2024

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unresolved
no resolver link, observed 2026-08-05T14:28:58.283470Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:58.283470Z digest=sha256:c9d52b4b561559730ab23644d0048e77c8e73967c79741ede5acd78925d04a0a

Observation ddec5c90-29f0-4613-9235-a0a60b7cc30d · outbound

This paper cites Zhangyin Feng, Daya Guo, Duyu Tang, et al.

Efficient Code Embeddings from Code Generation Models Zhangyin Feng, Daya Guo, Duyu Tang, et al

Reference 2025

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unresolved
no resolver link, observed 2026-08-05T14:28:57.876419Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-05T14:28:57.876419Z digest=sha256:2c781b0ea93a0c88d9aca0dc5bff54398ea507dde98667781ca932ade169e266

Pith citing papers

Observation 3e02484e-188c-4cda-908a-7c11591cbfbf · inbound

Can LLMs Deobfuscate Binary Code? A Systematic Analysis of Large Language Models into Pseudocode Deobfuscation cites this paper.

Can LLMs Deobfuscate Binary Code? A Systematic Analysis of Large Language Models into Pseudocode Deobfuscation Efficient Code Embeddings from Code Generation Models

Reference 76

Resolution
verified exact
arxiv_id, observed 2026-05-11T05:35:59.874158Z

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.

source=pdf_text observed=2026-05-10T18:02:53.996840Z digest=sha256:107910ff9c822d4d9f2bc2c58fa91b585da31e52b0783c7ebbeaab7972ecea4a

Observation 39e2ba12-1ca1-4a2a-959e-0985f85818ce · inbound

MARS$^2$: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation cites this paper.

MARS$^2$: Scaling Multi-Agent Tree Search via Reinforcement Learning for Code Generation Efficient Code Embeddings from Code Generation Models

Reference 11

Resolution
verified exact
arxiv_id, observed 2026-05-10T11:30:18.853762Z

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.

source=arxiv_source observed=2026-05-10T11:27:28.245835Z digest=sha256:52f6e4c23ece6251b7145eae56db876f4b2d5b130cab1f807c6e355bbfcb5f8f

Observation 45bb8f71-bc3b-466d-9168-8561651ea3da · inbound

CORE-Bench: A Comprehensive Benchmark for Code Retrieval in the Era of Agentic Coding cites this paper.

CORE-Bench: A Comprehensive Benchmark for Code Retrieval in the Era of Agentic Coding Efficient Code Embeddings from Code Generation Models

Reference 34

Resolution
metadata mismatch
arxiv_id, observed 2026-07-03T13:08:08.860351Z

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.

source=arxiv_source observed=2026-06-27T08:25:21.920123Z digest=sha256:1a69316b4926198e8d41f1cfc56ca8c10077434636b2d5309baa54a0be46bc30

Observation 7766eff2-901c-4bae-b7ac-227c8ee41785 · inbound

Agent Retrieval Bench: Evaluating Repository Context Retrieval for Coding Agents cites this paper.

Agent Retrieval Bench: Evaluating Repository Context Retrieval for Coding Agents Efficient Code Embeddings from Code Generation Models

Reference 11

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unresolved
no resolver link, observed 2026-07-31T20:56:47.040213Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-07-31T20:56:47.040213Z digest=sha256:950550c0a71627e3055e8921b36f652084e3506db758c446f62c3f7ff847c168

Observation 50fe1328-635d-4aaa-ab39-354984993b43 · inbound

CodeNib: A Multi-View Data System for Serving Repository Context to Coding Agents cites this paper.

CodeNib: A Multi-View Data System for Serving Repository Context to Coding Agents Efficient Code Embeddings from Code Generation Models

Reference 33

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unresolved
no resolver link, observed 2026-08-01T02:33:45.317322Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=pdf_text observed=2026-08-01T02:33:45.317322Z digest=sha256:d059ff1eee5f8c24d0aa2d783fefc828240a982aae0beefb774758a36083a4bd

Observation ddf004c5-687c-4245-bae5-ee0dd9056571 · inbound

NeSy-RAG: Neuro-Symbolic RAG for Explainable Question Answering cites this paper.

NeSy-RAG: Neuro-Symbolic RAG for Explainable Question Answering Efficient Code Embeddings from Code Generation Models

Reference 4

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unresolved
no resolver link, observed 2026-08-07T10:19:34.439140Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

source=arxiv_source observed=2026-08-07T10:19:34.439140Z digest=sha256:3d9f6ef4d53113ffd8ed82f23593719c50e72f1e5f7479448e680697c5389b9d