Paper Citation Record · LEDGER

OctoPack: Instruction Tuning Code Large Language Models

As of 10 August 2026, this Paper Citation Record lists 0 of 0 outbound references and 39 inbound Pith citation observations for arXiv:2308.07124.

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

pith.paper-citation-record.v1
2308.07124 v2

Coverage vector

measured 0 of 0 reference resolution

Typed states for the displayed outbound observations.

Source: paper_references, paper_reference_links

measured 39 of 39 standing notices

One-hop event checks from named stored sources.

Source: scholarly_work_events, retraction_status_cache, observed 2026-08-10T06:31:04.303077+00:00

measured 39 of 39 inbound itemization

Pith citing papers itemized under the disclosed page cap.

Source: paper_references, paper_reference_links, observed 2026-08-09T14:52:11.699553Z

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

16
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 4489ccff-d713-4eb1-bb66-6b0c25eb3ec4 · inbound

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

StarCoder: may the source be with you! OctoPack: Instruction Tuning Code Large Language Models

Reference 297

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T23:33:00.464720Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 22287d85-a898-4581-9b77-3a4400895d40 · inbound

Scaling Data-Constrained Language Models cites this paper.

Scaling Data-Constrained Language Models OctoPack: Instruction Tuning Code Large Language Models

Reference 78

Resolution: verified exact; arxiv_id, observed 2026-05-18T01:35:21.298104Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation a6b7ac56-4de8-45fb-95cf-95dd8ed80dd7 · inbound

MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework cites this paper.

MetaGPT: Meta Programming for A Multi-Agent Collaborative Framework OctoPack: Instruction Tuning Code Large Language Models

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-11T03:43:19.117007Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 92067571-b9c3-4ff1-9888-3719d6fe93a0 · inbound

C-Pack: Packed Resources For General Chinese Embeddings cites this paper.

C-Pack: Packed Resources For General Chinese Embeddings OctoPack: Instruction Tuning Code Large Language Models

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-05-13T13:24:32.240304Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 1de9a932-1f27-4ccc-8c1f-e31dd397af32 · inbound

CodeMind: Evaluating Large Language Models for Code Reasoning cites this paper.

CodeMind: Evaluating Large Language Models for Code Reasoning OctoPack: Instruction Tuning Code Large Language Models

Reference 40

Resolution: verified exact; arxiv_id, observed 2026-05-24T03:55:59.636361Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 2feab7fc-1ef9-4bcb-94fe-78e8dd149f29 · inbound

A Survey on Large Language Models for Code Generation cites this paper.

A Survey on Large Language Models for Code Generation OctoPack: Instruction Tuning Code Large Language Models

Reference 191

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:18:06.502365Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation c58bf130-8a9f-4ddc-911a-4c8c5a4c69fa · inbound

DataComp-LM: In search of the next generation of training sets for language models cites this paper.

DataComp-LM: In search of the next generation of training sets for language models OctoPack: Instruction Tuning Code Large Language Models

Reference 129

Resolution: verified exact; arxiv_id, observed 2026-05-17T22:58:17.133574Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 7d3a024f-16a2-4550-a2c3-2fb0826f957c · inbound

Learning to Generate Unit Tests for Automated Debugging cites this paper.

Learning to Generate Unit Tests for Automated Debugging OctoPack: Instruction Tuning Code Large Language Models

Reference 39

Resolution: unresolved; no resolver link, observed 2026-08-09T14:52:11.699553Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 95206c63-0a43-4037-b01f-c6f5b62e52b0 · inbound

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach cites this paper.

Scaling up Test-Time Compute with Latent Reasoning: A Recurrent Depth Approach OctoPack: Instruction Tuning Code Large Language Models

Reference 115

Resolution: verified exact; arxiv_id, observed 2026-05-12T15:39:41.117482Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4517cd31-7442-4348-b98d-77c0cd169dc0 · inbound

LessLeak-Bench: A First Investigation of Data Leakage in LLMs Across 83 Software Engineering Benchmarks cites this paper.

LessLeak-Bench: A First Investigation of Data Leakage in LLMs Across 83 Software Engineering Benchmarks OctoPack: Instruction Tuning Code Large Language Models

Reference 59

Resolution: unresolved; no resolver link, observed 2026-08-08T16:26:32.294964Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation b7bf3e00-6532-45dc-9dbf-5e815f731933 · inbound

What Prompts Don't Say: Understanding and Managing Underspecification in LLM Prompts cites this paper.

What Prompts Don't Say: Understanding and Managing Underspecification in LLM Prompts OctoPack: Instruction Tuning Code Large Language Models

Reference 1

Resolution: metadata mismatch; arxiv_id, observed 2026-05-22T14:04:53.212808Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 492415ef-6aa9-4ed9-8aeb-968a3d641bd2 · inbound

Position: Agentic Systems Constitute a Key Component of Next-Generation Intelligent Image Processing cites this paper.

Position: Agentic Systems Constitute a Key Component of Next-Generation Intelligent Image Processing OctoPack: Instruction Tuning Code Large Language Models

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-07T15:11:15.052231Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f1cdc92-c4ba-4516-8791-f37cc701aabf · inbound

ExeSQL: Self-Taught Text-to-SQL Models with Execution-Driven Bootstrapping for SQL Dialects cites this paper.

ExeSQL: Self-Taught Text-to-SQL Models with Execution-Driven Bootstrapping for SQL Dialects OctoPack: Instruction Tuning Code Large Language Models

Reference 37

Resolution: unresolved; no resolver link, observed 2026-08-07T14:56:00.687938Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation caa38319-d09b-47cb-aabd-64f3435800bf · inbound

VulBinLLM: LLM-powered Vulnerability Detection for Stripped Binaries cites this paper.

VulBinLLM: LLM-powered Vulnerability Detection for Stripped Binaries OctoPack: Instruction Tuning Code Large Language Models

Reference 70

Resolution: unresolved; no resolver link, observed 2026-08-07T13:23:03.931650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 09a2c6b6-a773-47ed-a7de-bc693cfc080b · inbound

PhotoArtAgent: Intelligent Photo Retouching with Language Model-Based Artist Agents cites this paper.

PhotoArtAgent: Intelligent Photo Retouching with Language Model-Based Artist Agents OctoPack: Instruction Tuning Code Large Language Models

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-07T12:56:20.081643Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 93a71e4a-fe8b-4a52-82b8-9f69abb06b3c · inbound

Afterburner: Reinforcement Learning Facilitates Self-Improving Code Efficiency Optimization cites this paper.

Afterburner: Reinforcement Learning Facilitates Self-Improving Code Efficiency Optimization OctoPack: Instruction Tuning Code Large Language Models

Reference 41

Resolution: unresolved; no resolver link, observed 2026-08-07T12:50:27.026954Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a449005e-46f0-4086-a812-121c7abd423e · inbound

Lossless Token Sequence Compression via Meta-Tokens cites this paper.

Lossless Token Sequence Compression via Meta-Tokens OctoPack: Instruction Tuning Code Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-07T12:14:28.092042Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 26a151a7-faee-4240-b6ae-28d03c82424c · inbound

AutoMixAlign: Adaptive Data Mixing for Multi-Task Preference Optimization in LLMs cites this paper.

AutoMixAlign: Adaptive Data Mixing for Multi-Task Preference Optimization in LLMs OctoPack: Instruction Tuning Code Large Language Models

Reference 33

Resolution: unresolved; no resolver link, observed 2026-08-07T12:08:31.261257Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation e1650be8-de48-4a23-bc2e-494b1e5b6e6a · inbound

Deep Research Agents: A Systematic Examination And Roadmap cites this paper.

Deep Research Agents: A Systematic Examination And Roadmap OctoPack: Instruction Tuning Code Large Language Models

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-06T23:26:56.772665Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 49342310-22f1-40e7-bcaa-fc90aa208c06 · inbound

Recommending Variable Names for Extract Local Variable Refactorings cites this paper.

Recommending Variable Names for Extract Local Variable Refactorings OctoPack: Instruction Tuning Code Large Language Models

Reference 67

Resolution: unresolved; no resolver link, observed 2026-08-06T21:23:37.021154Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 79679be1-abd6-413c-9a57-b69ca7794d5d · inbound

Multilingual Multimodal Software Developer for Code Generation cites this paper.

Multilingual Multimodal Software Developer for Code Generation OctoPack: Instruction Tuning Code Large Language Models

Reference 52

Resolution: unresolved; no resolver link, observed 2026-08-06T18:18:55.990650Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9bf830d5-07a0-4b7e-ab44-2f2b95e7f915 · inbound

AI-Assisted Fixes to Code Review Comments at Scale cites this paper.

AI-Assisted Fixes to Code Review Comments at Scale OctoPack: Instruction Tuning Code Large Language Models

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-06T16:29:48.443541Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7502a738-afd8-4de6-b0b5-d2ab698764fb · inbound

Applying the Chinese Wall Reverse Engineering Technique to Large Language Model Code Editing cites this paper.

Applying the Chinese Wall Reverse Engineering Technique to Large Language Model Code Editing OctoPack: Instruction Tuning Code Large Language Models

Reference 19

Resolution: unresolved; no resolver link, observed 2026-08-06T15:32:37.673877Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 392ef389-d935-4858-95c6-9e4b32e5a33c · inbound

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding cites this paper.

Speculative Verification: Exploiting Information Gain to Refine Speculative Decoding OctoPack: Instruction Tuning Code Large Language Models

Reference 25

Resolution: verified exact; arxiv_id, observed 2026-05-18T13:21:24.225895Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f14374cb-7b66-4124-8796-575817bc4054 · inbound

Multi-LLM Orchestration for High-Quality Code Generation: Exploiting Complementary Model Strengths cites this paper.

Multi-LLM Orchestration for High-Quality Code Generation: Exploiting Complementary Model Strengths OctoPack: Instruction Tuning Code Large Language Models

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-05-18T10:22:33.311036Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 5c210ebf-553f-4f21-8342-4f61c02e5626 · inbound

Assessing Coherency and Consistency of Code Execution Reasoning by Large Language Models cites this paper.

Assessing Coherency and Consistency of Code Execution Reasoning by Large Language Models OctoPack: Instruction Tuning Code Large Language Models

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:00:57.243653Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 11060273-2ec4-4bae-9290-a0d477ef911d · inbound

CodeOCR: On the Effectiveness of Vision Language Models in Code Understanding cites this paper.

CodeOCR: On the Effectiveness of Vision Language Models in Code Understanding OctoPack: Instruction Tuning Code Large Language Models

Reference 65

Resolution: verified exact; arxiv_id, observed 2026-05-16T08:32:36.456894Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 052fe75b-2332-4867-9b4f-7f9e9b05f959 · inbound

Rethinking Code Complexity Through the Lens of Large Language Models cites this paper.

Rethinking Code Complexity Through the Lens of Large Language Models OctoPack: Instruction Tuning Code Large Language Models

Reference 1976

Resolution: unresolved; no resolver link, observed 2026-08-03T03:32:07.830196Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5b6825e4-1b63-4e8b-9527-f4df93681eb7 · inbound

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code cites this paper.

Using Mutation-Analysis to Examine an LLM's Ability to Summarize Code OctoPack: Instruction Tuning Code Large Language Models

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-02T22:09:51.400538Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 859c3a37-7fe2-4eb6-b238-bc22f270b69a · inbound

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding cites this paper.

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding OctoPack: Instruction Tuning Code Large Language Models

Reference 32

Resolution: metadata mismatch; arxiv_id, observed 2026-05-16T03:17:12.482643Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 4fc148b9-45fe-4eb0-b418-8e315c321d07 · inbound

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding cites this paper.

SPEED-Bench: A Unified and Diverse Benchmark for Speculative Decoding OctoPack: Instruction Tuning Code Large Language Models

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-03T02:40:56.962516Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5cf32339-6c31-47f1-ab07-325428dbdae9 · inbound

Enhancing Program Repair with Specification Guidance and Intermediate Behavioral Signals cites this paper.

Enhancing Program Repair with Specification Guidance and Intermediate Behavioral Signals OctoPack: Instruction Tuning Code Large Language Models

Reference 35

Resolution: verified exact; arxiv_id, observed 2026-05-11T11:26:04.575333Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation b2dcc977-3ec8-4fdb-95ae-abe1f6378859 · inbound

Mean-Pooled Cosine Similarity is Not Length-Invariant: Theory and Cross-Domain Evidence for a Length-Invariant Alternative cites this paper.

Mean-Pooled Cosine Similarity is Not Length-Invariant: Theory and Cross-Domain Evidence for a Length-Invariant Alternative OctoPack: Instruction Tuning Code Large Language Models

Reference 9

Resolution: verified exact; arxiv_id, observed 2026-05-11T04:45:59.005145Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 557f351a-1d7b-483b-ba96-7558a549c74b · inbound

Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling cites this paper.

Distributionally Robust Multi-Task Reinforcement Learning via Adaptive Task Sampling OctoPack: Instruction Tuning Code Large Language Models

Reference 265

Resolution: metadata mismatch; arxiv_id, observed 2026-05-15T03:08:59.561197Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 3001ae1e-0a06-4c34-8de4-403f83608013 · inbound

End-to-End Context Compression at Scale cites this paper.

End-to-End Context Compression at Scale OctoPack: Instruction Tuning Code Large Language Models

Reference 62

Resolution: verified exact; arxiv_id, observed 2026-07-03T01:17:31.605884Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation 273396b1-78e8-42a5-b0c3-4a8b9103392f · inbound

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes cites this paper.

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes OctoPack: Instruction Tuning Code Large Language Models

Reference 177

Resolution: verified exact; arxiv_id, observed 2026-07-03T05:57:41.431845Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation f06de5e2-7c1d-4ef5-86b4-9a12ac018658 · inbound

Reward-Free Code Alignment from Pretrained or Fine-Tuned LLM: Unpacking the Trade-offs for Code Generation cites this paper.

Reward-Free Code Alignment from Pretrained or Fine-Tuned LLM: Unpacking the Trade-offs for Code Generation OctoPack: Instruction Tuning Code Large Language Models

Reference 36

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:34:26.754969Z

Source-reported events for the cited work

No event found in the named queried sources as of 2026-08-10T06:31:04.303077+00:00.

Observation ea5f674a-ed9d-472c-819f-7df418de6219 · inbound

DenseOn with the LateOn: Fully Open Dense and Late-Interaction Models for Multilingual, Long-Context, and Code Search cites this paper.

DenseOn with the LateOn: Fully Open Dense and Late-Interaction Models for Multilingual, Long-Context, and Code Search OctoPack: Instruction Tuning Code Large Language Models

Reference 29

Resolution: unresolved; no resolver link, observed 2026-07-30T11:17:16.447310Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 39ca7c3d-1305-40c4-a983-16b481046744 · inbound

DenseOn with the LateOn: Fully Open Dense and Late-Interaction Models for Multilingual, Long-Context, and Code Search cites this paper.

DenseOn with the LateOn: Fully Open Dense and Late-Interaction Models for Multilingual, Long-Context, and Code Search OctoPack: Instruction Tuning Code Large Language Models

Reference 93

Resolution: unresolved; no resolver link, observed 2026-08-03T01:43:12.865829Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.