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Paper Citation Record · LEDGER

Efficient Code Embeddings from Code Generation Models

As of 20 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 2026-08-20T06:33:59.587034+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:efee21a8312f555979a8357f8fcafcd63774372b547ad8212bda2d3778bf655f

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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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:d237a850e971282d5013cfafc5a29947e1a796ad31088bdb31d9bc183d45efa1

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=sha256:1957c81098ea4146d901b3b05b12f2ca94efb8397a21e475ed9fa63b45752a8e

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:df3b797938fb9449faeaef7621774dd916ebebaaca26a90487d86013d42934ef

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=sha256:0ce2ede4d351e893ad7c91723f6adecd74592369d55082567867367ee9dbb80c

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=sha256:6a0c757e0cb0677226111146dab8ad40e475485554154ce51f97611bfbaccfdf

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=sha256:357604afa8079145f054cac7e33b40249b725fd93b7374507a01c89eafe3dc7b

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:dde6a5fcddda699fbc81b38340d8a0862e00e6d128471354d7f425567e938ffb

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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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=sha256:478ff7f50218f2f4559c644246d8a2238047244476f20891c94fed15fd2b25e5

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

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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=sha256:8717875e14a5f1b833731afabe895f23d82a555199dab5eca5e5e4b498459a8c

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=sha256:54518b1809af989427f7304c91f81b602a4556687de539281cc18cc48a33fcae

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:28:59.546239Z digest=sha256:36c9b2f1fb0c0e84ddab0db3d0b97f350197b2e32afcdb92deae4750530fa08e

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 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-08-05T14:28:57.615076Z digest=sha256:5ff1e3261efa46b01b569c0e8692a14b46a1ed63508985f3ce3fd1843d0fb4be

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=sha256:321685036da6947ba801012f5cc76af0009193e7141ea3ed0384a744d1878f57

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=sha256:4bfa66da95b0e57d9616fbdd7043cb87bb97fa18b066101699bc1016693afb32

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=sha256:5752d230b2d7b0b9b728d135736e44807a7e6f583ca21682d419a62b4339be08

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 2026-08-18T01:16:37.465629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=pdf_text observed=2026-05-10T18:02:53.996840Z digest=sha256:97c5369490fc7e26bbe68b27c93aa49cc313c6b3575157eef527e4a1cc3ef58f

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 2026-08-18T01:16:37.465629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-05-10T11:27:28.245835Z digest=sha256:aa93cf7571c3224ac35c2ee38f523e56f7bd7a3a03a21b4304edc5a183d141b7

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 2026-08-18T01:16:37.465629Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-20T06:33:59.587034+00:00.

source=arxiv_source observed=2026-06-27T08:25:21.920123Z digest=sha256:c7a75c5c92bc46b645f67c22707b6fdc6055252088e019fdb29257379ef04279

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=sha256:5f98db435abc286c7cd7e64467587d927ce0f571120e806ead690b4254258f46

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

Resolution
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=sha256:5ebb8601105607a09c42325bff8dcd657e2b0083b4bd9338a7137c11af55a1eb

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=sha256:1fb16ec107a6b18181612390ee8ed7afff9d098588d56ba56974381a9c944557