Magicoder: Empowering Code Generation with OSS-Instruct | Paper Citation Record

Observation 58b7d1c2-45ca-4c77-8c94-bc45f69cf407 · inbound

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code cites this paper.

LiveCodeBench: Holistic and Contamination Free Evaluation of Large Language Models for Code Magicoder: Empowering Code Generation with OSS-Instruct

Reference 215

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T17:34:42.828843Z

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 7bbd94f4-3a49-4438-a5d0-71321471c014 · inbound

MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies cites this paper.

MiniCPM: Unveiling the Potential of Small Language Models with Scalable Training Strategies Magicoder: Empowering Code Generation with OSS-Instruct

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-05-13T18:00:53.576919Z

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 66f4f48a-f4be-4fac-9ded-d85238bbec76 · inbound

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

A Survey on Large Language Models for Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 285

Resolution: verified exact; arxiv_id, observed 2026-05-13T20:18:06.807006Z

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

Observation 559a2b90-6922-432e-a2f8-55fac5895c89 · inbound

Agentless: Demystifying LLM-based Software Engineering Agents cites this paper.

Agentless: Demystifying LLM-based Software Engineering Agents Magicoder: Empowering Code Generation with OSS-Instruct

Reference 93

Resolution: verified exact; arxiv_id, observed 2026-05-12T05:12:22.323902Z

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

Observation b4fc0978-7df8-4dbb-bcee-a3d89e33f9d5 · inbound

Towards Agentic Runtime Healing cites this paper.

Towards Agentic Runtime Healing Magicoder: Empowering Code Generation with OSS-Instruct

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-23T22:15:49.995087Z

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 259d780a-9f67-4e86-ab6f-6e80dda20a37 · inbound

Xmodel-2 Technical Report cites this paper.

Xmodel-2 Technical Report Magicoder: Empowering Code Generation with OSS-Instruct

Reference 16

Resolution: unresolved; no resolver link, observed 2026-08-11T00:11:19.549581Z

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Observation 9b8e95f0-dc27-4842-a942-34793ff56b70 · inbound

The Prompt Alchemist: Automated LLM-Tailored Prompt Optimization for Test Case Generation cites this paper.

The Prompt Alchemist: Automated LLM-Tailored Prompt Optimization for Test Case Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 48

Resolution: unresolved; no resolver link, observed 2026-08-10T22:32:04.971300Z

Source-reported events for the cited work

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Observation 51333635-4e59-4e87-bb89-f40c68258573 · inbound

MoColl: Agent-Based Specific and General Model Collaboration for Image Captioning cites this paper.

MoColl: Agent-Based Specific and General Model Collaboration for Image Captioning Magicoder: Empowering Code Generation with OSS-Instruct

Reference 21

Resolution: unresolved; no resolver link, observed 2026-08-10T22:23:27.847241Z

Source-reported events for the cited work

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Observation f29f48cc-8839-4ebb-a6d6-0d394d84053c · inbound

Soup to go: mitigating forgetting during continual learning with model averaging cites this paper.

Soup to go: mitigating forgetting during continual learning with model averaging Magicoder: Empowering Code Generation with OSS-Instruct

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-10T21:22:06.080734Z

Source-reported events for the cited work

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Observation 24022bc5-ac18-483d-8fad-54ec032903d9 · inbound

Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection cites this paper.

Enhancing LLM's Ability to Generate More Repository-Aware Unit Tests Through Precise Contextual Information Injection Magicoder: Empowering Code Generation with OSS-Instruct

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-10T20:46:00.370272Z

Source-reported events for the cited work

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Observation 9b30f0c5-7728-48ff-b250-5e420ec1b05f · inbound

Correctness Assessment of Code Generated by Large Language Models Using Internal Representations cites this paper.

Correctness Assessment of Code Generated by Large Language Models Using Internal Representations Magicoder: Empowering Code Generation with OSS-Instruct

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-10T16:41:30.952954Z

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Unavailable: canonical work link unavailable.

Observation aea95380-a397-4324-80ee-a96737a7139b · inbound

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback cites this paper.

PlotGen: Multi-Agent LLM-based Scientific Data Visualization via Multimodal Feedback Magicoder: Empowering Code Generation with OSS-Instruct

Reference 23

Resolution: unresolved; no resolver link, observed 2026-08-09T17:04:03.696982Z

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Observation 3f99a981-3e91-45b9-82a0-8dbf99a69fb7 · inbound

COFFE: A Code Efficiency Benchmark for Code Generation cites this paper.

COFFE: A Code Efficiency Benchmark for Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 89

Resolution: unresolved; no resolver link, observed 2026-08-09T11:01:28.080365Z

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Observation 97e3385a-7082-4138-b4bf-76847e199393 · inbound

CSR-Bench: Benchmarking LLM Agents in Deployment of Computer Science Research Repositories cites this paper.

CSR-Bench: Benchmarking LLM Agents in Deployment of Computer Science Research Repositories Magicoder: Empowering Code Generation with OSS-Instruct

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-08T16:46:04.023494Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

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

Multi-Agent Collaboration for Multilingual Code Instruction Tuning cites this paper.

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 bc12aeb4-fedd-4b80-b275-1983bd7dd403 · inbound

Large Language Diffusion Models cites this paper.

Large Language Diffusion Models Magicoder: Empowering Code Generation with OSS-Instruct

Reference 105

Resolution: verified exact; arxiv_id, observed 2026-05-11T01:42:54.785109Z

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 32b6f81e-418c-486d-a2d8-c46eb5aa5d07 · 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 Magicoder: Empowering Code Generation with OSS-Instruct

Reference 18

Resolution: unresolved; no resolver link, observed 2026-08-07T14:55:59.219164Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f4f0e6c6-28f6-4fdd-951a-3ef3c40320c6 · inbound

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models cites this paper.

ALPS: Attention Localization and Pruning Strategy for Efficient Alignment of Large Language Models Magicoder: Empowering Code Generation with OSS-Instruct

Reference 54

Resolution: unresolved; no resolver link, observed 2026-08-07T14:31:32.600105Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c0be928-e59f-4dc0-b3e3-bf012d463dd8 · inbound

Infinite-Instruct: Synthesizing Scaling Code instruction Data with Bidirectional Synthesis and Static Verification cites this paper.

Infinite-Instruct: Synthesizing Scaling Code instruction Data with Bidirectional Synthesis and Static Verification Magicoder: Empowering Code Generation with OSS-Instruct

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-07T12:56:26.378716Z

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Unavailable: canonical work link unavailable.

Observation 1ebe612e-d9ef-4c7a-bde0-019b99454067 · inbound

EXP-Bench: Can AI Conduct AI Research Experiments? cites this paper.

EXP-Bench: Can AI Conduct AI Research Experiments? Magicoder: Empowering Code Generation with OSS-Instruct

Reference 90

Resolution: unresolved; no resolver link, observed 2026-08-07T12:20:47.709271Z

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Observation a85d5120-3184-467e-969b-ee640688587f · inbound

Seed-Coder: Let the Code Model Curate Data for Itself cites this paper.

Seed-Coder: Let the Code Model Curate Data for Itself Magicoder: Empowering Code Generation with OSS-Instruct

Reference 58

Resolution: unresolved; no resolver link, observed 2026-08-07T11:04:56.899524Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d553c97-edc5-4c31-be44-01aa18b4d3da · inbound

ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code Generation cites this paper.

ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 32

Resolution: unresolved; no resolver link, observed 2026-08-07T10:19:01.376438Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation a5549e19-d759-4218-8369-73cc2989c550 · inbound

SWE-Flow: Synthesizing Software Engineering Data in a Test-Driven Manner cites this paper.

SWE-Flow: Synthesizing Software Engineering Data in a Test-Driven Manner Magicoder: Empowering Code Generation with OSS-Instruct

Reference 46

Resolution: unresolved; no resolver link, observed 2026-08-07T05:01:08.664935Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ca44739c-0b3f-4e91-aadd-61e8e4bc0971 · inbound

A Hierarchical and Evolvable Benchmark for Fine-Grained Code Instruction Following with Multi-Turn Feedback cites this paper.

A Hierarchical and Evolvable Benchmark for Fine-Grained Code Instruction Following with Multi-Turn Feedback Magicoder: Empowering Code Generation with OSS-Instruct

Reference 44

Resolution: unresolved; no resolver link, observed 2026-08-06T21:16:42.654739Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6c89ebca-b3df-410c-8ab9-27b208d4c24e · inbound

Does Learning Mathematical Problem-Solving Generalize to Broader Reasoning? cites this paper.

Does Learning Mathematical Problem-Solving Generalize to Broader Reasoning? Magicoder: Empowering Code Generation with OSS-Instruct

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-06T19:53:38.934962Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 7d8bcce8-50e6-486f-ab2f-b4aa2151954c · inbound

Multilingual Multimodal Software Developer for Code Generation cites this paper.

Multilingual Multimodal Software Developer for Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-06T18:19:58.333689Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation cece94a5-82ba-4719-b580-25b15f3b141d · inbound

BlockFFN: Towards End-Side Acceleration-Friendly Mixture-of-Experts with Chunk-Level Activation Sparsity cites this paper.

BlockFFN: Towards End-Side Acceleration-Friendly Mixture-of-Experts with Chunk-Level Activation Sparsity Magicoder: Empowering Code Generation with OSS-Instruct

Reference 50

Resolution: unresolved; no resolver link, observed 2026-08-06T18:20:00.429721Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 3365b16e-9959-48c7-9392-84d1fcc80f00 · inbound

Turning the Tide: Repository-based Code Reflection cites this paper.

Turning the Tide: Repository-based Code Reflection Magicoder: Empowering Code Generation with OSS-Instruct

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-06T17:51:15.008947Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 12c34bac-d73d-488e-8a6e-6abf33225dc4 · inbound

Modeling Code: Is Text All You Need? cites this paper.

Modeling Code: Is Text All You Need? Magicoder: Empowering Code Generation with OSS-Instruct

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-06T17:11:49.967637Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f0e5e6e4-7f7c-4651-a4f7-9da486276f81 · inbound

Position: Intelligent Coding Systems Should Write Programs with Justifications cites this paper.

Position: Intelligent Coding Systems Should Write Programs with Justifications Magicoder: Empowering Code Generation with OSS-Instruct

Reference 2023

Resolution: unresolved; no resolver link, observed 2026-08-05T23:02:03.456536Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1b363cbf-77cf-4047-985d-32cec6091d2d · inbound

Grove MoE: Towards Efficient and Superior MoE LLMs with Adjugate Experts cites this paper.

Grove MoE: Towards Efficient and Superior MoE LLMs with Adjugate Experts Magicoder: Empowering Code Generation with OSS-Instruct

Reference 43

Resolution: unresolved; no resolver link, observed 2026-08-05T21:55:12.283379Z

Source-reported events for the cited work

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Observation ca34421e-6542-49e5-9a8e-4644f7166bc4 · inbound

rStar2-Agent: Agentic Reasoning Technical Report cites this paper.

rStar2-Agent: Agentic Reasoning Technical Report Magicoder: Empowering Code Generation with OSS-Instruct

Reference 27

Resolution: unresolved; no resolver link, observed 2026-08-05T14:57:39.492222Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 246297a2-7e35-4de2-a06d-0ab572570876 · inbound

SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment cites this paper.

SelfAug: Mitigating Catastrophic Forgetting in Retrieval-Augmented Generation via Distribution Self-Alignment Magicoder: Empowering Code Generation with OSS-Instruct

Reference 80

Resolution: unresolved; no resolver link, observed 2026-08-05T10:34:46.784281Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation c021a131-d513-4fd5-b316-b562e9a6cffa · inbound

Elastic MoE: Unlocking the Inference-Time Scalability of Mixture-of-Experts cites this paper.

Elastic MoE: Unlocking the Inference-Time Scalability of Mixture-of-Experts Magicoder: Empowering Code Generation with OSS-Instruct

Reference 38

Resolution: verified exact; arxiv_id, observed 2026-05-18T14:21:27.524417Z

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 b9a4caea-fd14-4bd0-a41f-6d49f64a7348 · 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 Magicoder: Empowering Code Generation with OSS-Instruct

Reference 45

Resolution: verified exact; arxiv_id, observed 2026-05-18T06:00:57.299650Z

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 56c261dd-90f2-4da5-a404-ed920c5fc652 · inbound

SWE-EVO: Benchmarking Coding Agents in Long-Horizon Software Evolution Scenarios cites this paper.

SWE-EVO: Benchmarking Coding Agents in Long-Horizon Software Evolution Scenarios Magicoder: Empowering Code Generation with OSS-Instruct

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-05-16T20:28:24.546062Z

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 57147d06-1cc7-488c-ac18-f6488fefcfb7 · inbound

A Survey on Evaluating Quality and Trustworthiness in LLM-Generated Data cites this paper.

A Survey on Evaluating Quality and Trustworthiness in LLM-Generated Data Magicoder: Empowering Code Generation with OSS-Instruct

Reference 233

Resolution: unresolved; no resolver link, observed 2026-08-03T08:15:34.752885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 9ec141f1-f794-4e8a-bcb2-a956986eb563 · inbound

Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning cites this paper.

Self-Supervised Bootstrapping of Action-Predictive Embodied Reasoning Magicoder: Empowering Code Generation with OSS-Instruct

Reference 59

Resolution: verified exact; arxiv_id, observed 2026-05-21T14:04:11.904706Z

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 7bfe09e7-9ee2-495b-973d-84efaf6f1202 · inbound

Sensitivity-Positional Co-Localization in GQA Transformers cites this paper.

Sensitivity-Positional Co-Localization in GQA Transformers Magicoder: Empowering Code Generation with OSS-Instruct

Reference 13

Resolution: verified exact; arxiv_id, observed 2026-05-11T05:10:55.432023Z

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 60e0a840-3971-4631-a7d8-6819fc80303a · inbound

Adversarial Arena: Crowdsourcing Data Generation through Interactive Competition cites this paper.

Adversarial Arena: Crowdsourcing Data Generation through Interactive Competition Magicoder: Empowering Code Generation with OSS-Instruct

Reference 67

Resolution: metadata mismatch; arxiv_id, observed 2026-05-10T11:10:09.446612Z

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 2d605f3c-ed35-49da-a207-16ded717b251 · inbound

Cascaded Code Editing: Large-Small Model Collaboration for Effective and Efficient Code Editing cites this paper.

Cascaded Code Editing: Large-Small Model Collaboration for Effective and Efficient Code Editing Magicoder: Empowering Code Generation with OSS-Instruct

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-11T12:56:05.664622Z

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 279baa09-9786-4e4f-8d5b-d2ea04aa4edf · inbound

Large Language Models for Multilingual Code Intelligence: A Survey cites this paper.

Large Language Models for Multilingual Code Intelligence: A Survey Magicoder: Empowering Code Generation with OSS-Instruct

Reference 18

Resolution: verified exact; arxiv_id, observed 2026-05-11T22:26:15.008936Z

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 2b51c66c-0bf3-4137-a2d8-5139621f8c46 · inbound

Beyond Translation Accuracy: Addressing False Failures in LLM-Based Code Translation cites this paper.

Beyond Translation Accuracy: Addressing False Failures in LLM-Based Code Translation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 37

Resolution: metadata mismatch; arxiv_id, observed 2026-05-09T06:15:38.582399Z

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 a9223482-e9e0-4c14-b628-a309e587ce81 · inbound

Beyond Translation Accuracy: Addressing False Failures in LLM-Based Code Translation cites this paper.

Beyond Translation Accuracy: Addressing False Failures in LLM-Based Code Translation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 36

Resolution: metadata mismatch; arxiv_id, observed 2026-05-11T04:40:56.609283Z

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 8347914b-4c3a-4e8e-aefe-e7d261dbc576 · inbound

Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less cites this paper.

Optimizer-Model Consistency: Full Finetuning with the Same Optimizer as Pretraining Forgets Less Magicoder: Empowering Code Generation with OSS-Instruct

Reference 32

Resolution: verified exact; arxiv_id, observed 2026-05-11T19:26:08.655977Z

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 d1e88fed-b213-46f0-951d-42b7ee828c8f · inbound

Reconstruction of Personally Identifiable Information from Supervised Finetuned Models cites this paper.

Reconstruction of Personally Identifiable Information from Supervised Finetuned Models Magicoder: Empowering Code Generation with OSS-Instruct

Reference 58

Resolution: verified exact; arxiv_id, observed 2026-05-13T04:17:13.821614Z

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 bfd8644e-7864-498e-9092-482f474d2af5 · inbound

Bayesian Model Merging cites this paper.

Bayesian Model Merging Magicoder: Empowering Code Generation with OSS-Instruct

Reference 55

Resolution: verified exact; arxiv_id, observed 2026-05-14T20:42:57.838599Z

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 90710ead-52b3-4506-a99e-57c24849afd3 · inbound

Asking Back: Interaction-Layer Antidistillation Watermarks cites this paper.

Asking Back: Interaction-Layer Antidistillation Watermarks Magicoder: Empowering Code Generation with OSS-Instruct

Reference 39

Resolution: verified exact; arxiv_id, observed 2026-05-20T18:13:37.527748Z

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 f181abec-8a51-45b1-8307-72431456d24f · inbound

Lossless Anti-Distillation Sampling cites this paper.

Lossless Anti-Distillation Sampling Magicoder: Empowering Code Generation with OSS-Instruct

Reference 130

Resolution: verified exact; arxiv_id, observed 2026-05-20T21:43:45.505074Z

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 ad013ce0-4c07-4694-a885-092a6603c8e2 · inbound

TRACER: A Semantic-Aware Framework for Fine-Grained Contamination Detection in Code LLMs cites this paper.

TRACER: A Semantic-Aware Framework for Fine-Grained Contamination Detection in Code LLMs Magicoder: Empowering Code Generation with OSS-Instruct

Reference 41

Resolution: verified exact; arxiv_id, observed 2026-06-30T15:34:47.914486Z

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 1bedfb07-8edb-4552-9d56-e0c29a224089 · inbound

Context-Instrumental Data Distillation for Kubernetes Manifest Generation: Method and Experimental Evaluation cites this paper.

Context-Instrumental Data Distillation for Kubernetes Manifest Generation: Method and Experimental Evaluation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 6

Resolution: metadata mismatch; arxiv_id, observed 2026-06-29T23:14:00.940438Z

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 ba97e43c-0e98-4fdf-a198-a24c972371db · inbound

BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution cites this paper.

BenchEvolver: Frontier Task Synthesis via Solution-Centric Evolution Magicoder: Empowering Code Generation with OSS-Instruct

Reference 12

Resolution: verified exact; arxiv_id, observed 2026-07-01T21:36:14.654675Z

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 ca95dcc0-a0f5-4c95-94b3-8d8e8264aefd · inbound

RogueMerge: Robust and Unified Attacks against LLM Model Merging cites this paper.

RogueMerge: Robust and Unified Attacks against LLM Model Merging Magicoder: Empowering Code Generation with OSS-Instruct

Reference 29

Resolution: verified exact; arxiv_id, observed 2026-07-02T03:26:28.956081Z

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 76b9bcb4-c780-4019-a3ca-043f38bffe46 · inbound

SkelDPO: A Skeleton-Guided Direct Preference Optimization Framework for Efficient Code Generation cites this paper.

SkelDPO: A Skeleton-Guided Direct Preference Optimization Framework for Efficient Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-07-02T19:07:17.682646Z

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 ee399c36-97d2-408b-8884-fe82cc94622b · inbound

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards cites this paper.

ROSUM-MCTS: Monte Carlo Tree Search-Inspired HDL Code Summarization with Structural Rewards Magicoder: Empowering Code Generation with OSS-Instruct

Reference 3

Resolution: verified exact; arxiv_id, observed 2026-07-02T20:27:22.709853Z

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 d653fd53-fd4b-4df6-9d42-7bc4bb64afaf · inbound

Lost in the Flow with Code Talkers: Unveiling the Instruction-Tuning Tax of Large Language Models in Code Tasks cites this paper.

Lost in the Flow with Code Talkers: Unveiling the Instruction-Tuning Tax of Large Language Models in Code Tasks Magicoder: Empowering Code Generation with OSS-Instruct

Reference 47

Resolution: verified exact; arxiv_id, observed 2026-06-27T18:01:07.307872Z

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 1d54d183-f5ee-48fc-84c2-dbeed049aacc · inbound

CODEBLOCK: Learning to Supervise Code at the Right Granularity cites this paper.

CODEBLOCK: Learning to Supervise Code at the Right Granularity Magicoder: Empowering Code Generation with OSS-Instruct

Reference 20

Resolution: metadata mismatch; arxiv_id, observed 2026-07-03T08:17:45.514411Z

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 e5671b2b-4efa-48ca-8780-6d834e9c6301 · inbound

Repository-Level Solidity Code Generation with Large Language Models: From Prompting to Fine-Tuning cites this paper.

Repository-Level Solidity Code Generation with Large Language Models: From Prompting to Fine-Tuning Magicoder: Empowering Code Generation with OSS-Instruct

Reference 69

Resolution: verified exact; arxiv_id, observed 2026-06-26T16:49:35.642476Z

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 7f8da1c6-b6a0-4e51-ad99-51c9e945d833 · inbound

Test Case Selection for Deep Neural Networks: A Replication Study on LLMs for Code cites this paper.

Test Case Selection for Deep Neural Networks: A Replication Study on LLMs for Code Magicoder: Empowering Code Generation with OSS-Instruct

Reference 68

Resolution: verified exact; arxiv_id, observed 2026-06-29T00:52:55.675916Z

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 dc45accd-9a78-4962-b7ea-329f066c3b81 · 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 Magicoder: Empowering Code Generation with OSS-Instruct

Reference 54

Resolution: verified exact; arxiv_id, observed 2026-06-30T08:34:26.738220Z

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 7d6ddac5-274c-4565-a6fa-2e97a16ff114 · inbound

LP-SFT: Local-Preserving Supervised Fine-Tuning via Multimodal Entropy Structure cites this paper.

LP-SFT: Local-Preserving Supervised Fine-Tuning via Multimodal Entropy Structure Magicoder: Empowering Code Generation with OSS-Instruct

Reference 20

Resolution: unresolved; no resolver link, observed 2026-07-11T14:23:31.109787Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a604c43-fab8-4055-bc57-229852a92f21 · inbound

LP-SFT: Local-Preserving Supervised Fine-Tuning via Multimodal Entropy Structure cites this paper.

LP-SFT: Local-Preserving Supervised Fine-Tuning via Multimodal Entropy Structure Magicoder: Empowering Code Generation with OSS-Instruct

Reference 20

Resolution: unresolved; no resolver link, observed 2026-08-02T08:38:37.623072Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation ff15ddd1-6727-4afc-9872-ad964480fa97 · inbound

Are we Merging the Right Models? Impact of Expert Training Duration on Model Merging for LLMs cites this paper.

Are we Merging the Right Models? Impact of Expert Training Duration on Model Merging for LLMs Magicoder: Empowering Code Generation with OSS-Instruct

Reference 9

Resolution: unresolved; no resolver link, observed 2026-08-02T06:50:46.625517Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6f644539-ff60-42de-9e55-47cedd739415 · inbound

Function-Aware Fill-in-the-Middle as Mid-Training for Coding Agent Foundation Models cites this paper.

Function-Aware Fill-in-the-Middle as Mid-Training for Coding Agent Foundation Models Magicoder: Empowering Code Generation with OSS-Instruct

Reference 40

Resolution: unresolved; no resolver link, observed 2026-08-02T06:34:00.515627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 6957992f-c429-475c-85ae-a659f306bc80 · inbound

Quantize with Confidence? An Empirical Study of Quantization for Code Generation cites this paper.

Quantize with Confidence? An Empirical Study of Quantization for Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 38

Resolution: unresolved; no resolver link, observed 2026-08-02T03:32:51.355885Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 5a5da00d-680d-4697-8bfe-2a014fa57e3f · inbound

SciCodePile: A 128GB Corpus and Executable Benchmark for Challenging Scientific Code Generation cites this paper.

SciCodePile: A 128GB Corpus and Executable Benchmark for Challenging Scientific Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 25

Resolution: unresolved; no resolver link, observed 2026-08-01T13:28:34.548627Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 1f6355e1-848b-4dce-a5b0-c027e96bb23a · inbound

GLAN-QnA-KR: A Seedless Taxonomy-Driven Korean Instruction Corpus cites this paper.

GLAN-QnA-KR: A Seedless Taxonomy-Driven Korean Instruction Corpus Magicoder: Empowering Code Generation with OSS-Instruct

Reference 15

Resolution: unresolved; no resolver link, observed 2026-08-02T14:15:05.645599Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 86ba38dd-bbb2-4294-8de2-77d6698ea076 · inbound

MoE$^2$-LoRA: When MoE Models Meet MoE-style Low-Rank Adaptation cites this paper.

MoE$^2$-LoRA: When MoE Models Meet MoE-style Low-Rank Adaptation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 71

Resolution: unresolved; no resolver link, observed 2026-08-01T06:18:16.242288Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 32bfd783-1301-4b4f-9eee-22a65c346839 · inbound

LEAP: Lean Environment-Feedback via Adaptive Pruning for Code RL in GPU Kernel Generation cites this paper.

LEAP: Lean Environment-Feedback via Adaptive Pruning for Code RL in GPU Kernel Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 17

Resolution: unresolved; no resolver link, observed 2026-08-07T00:14:39.998379Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation 48621133-3fb5-47fc-ab5e-bcb6ef570dbe · inbound

Training-Free versus Training-Based Intent Classification in LLMs: Accuracy, Robustness, and Failure Modes cites this paper.

Training-Free versus Training-Based Intent Classification in LLMs: Accuracy, Robustness, and Failure Modes Magicoder: Empowering Code Generation with OSS-Instruct

Reference 83

Resolution: unresolved; no resolver link, observed 2026-08-04T07:49:39.929873Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Observation f1334fb2-d4f0-4936-af29-defbe383b0db · inbound

Route-Align-Verify for Functional Correctness in Code Generation cites this paper.

Route-Align-Verify for Functional Correctness in Code Generation Magicoder: Empowering Code Generation with OSS-Instruct

Reference 10

Resolution: unresolved; no resolver link, observed 2026-08-05T20:43:44.950872Z

Source-reported events for the cited work

Unavailable: canonical work link unavailable.

Coverage vector

Reference resolution

Outbound references

Pith citing papers