Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:55:15.691408Z
Paper Citation Record · LEDGER
As of 8 August 2026, this Paper Citation Record lists 100 of 111 outbound references and 1 inbound Pith citation observation for arXiv:2506.11059.
A citation records a reference. It does not transfer a finding from one paper to another.
Typed states for the displayed outbound observations.
Source: paper_references, paper_reference_links, observed 2026-08-07T13:55:15.691408Z
One-hop event checks from named stored sources.
Source: scholarly_work_events, retraction_status_cache, observed 2026-08-07T06:34:17.273281+00:00
Pith citing papers itemized under the disclosed page cap.
Source: paper_references, paper_reference_links, observed 2026-08-06T23:54:51.091578Z
A source-named dated measurement, never combined with another source.
Source: pith, observed 2026-08-06T23:54:56.588252Z
100 of 111 outbound references displayed
External citation measurements
No source-named external measurement is stored.
Observation 65788c0f-6182-4abf-b3a8-2ea9b74c138c · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs GPT-4 Technical Report
Reference 1
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 75df5980-73d5-411e-8495-bbdb621b2640 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs An Empirical Study of AI Generated Text Detection Tools
Reference 2
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 908da8b7-9eeb-4478-9439-254c9cab0d7e · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Introducing computer use, a new claude 3.5 sonnet, and claude 3.5 haiku, 2024
Reference 3
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a7846d60-9b79-475a-9822-16282d44c1d2 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Claude 3.7 Sonnet and Claude Code, 2025
Reference 4
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c5a100e3-a86e-4296-89d1-260fca603978 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Is github’s copilot as bad as humans at introducing vulnerabilities in code?Empirical Software Engineering, 28(6):129, 2023
Reference 5
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c0a0349f-1f09-4419-bb99-36ab95a46fc6 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Random forests.Machine learning, 45:5–32, 2001
Reference 6
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f391913e-6860-425b-8fa2-3debfa1511e7 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Membership inference attacks from first principles
Reference 7
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 4e3022a3-1094-44a2-af28-e5090a1fb735 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs R package version 3.0.1.1
Reference 8
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 553cb2d9-df04-4555-913c-b75ef7780dab · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Github code clean dataset, 2022
Reference 9
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 02afa950-9b55-48b6-b04f-744abf07e8c5 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Github code dataset, 2022
Reference 10
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f25dda91-c58c-43df-8202-91a4e16cfd1a · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Vulnerabilities in ai code generators: Exploring targeted data poisoning attacks
Reference 11
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 29e82846-deea-4d38-bd2e-2d9edfe7f36b · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Cursor: The AI Code Editor, 2023
Reference 12
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1b0a11d0-a7f0-462f-8638-6c5988df77d1 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Plagiarism in the age of massive generative pre-trained transformers (gpt-3).Ethics in Science and Environmental Politics, 21:17–23, 2021
Reference 13
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9338dc5a-b143-4bc3-821b-57e1450a2458 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs AIGCodeSet: A New Annotated Dataset for AI Generated Code Detection
Reference 14
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7d6f9c8-d5dd-4eab-8e0f-659fe2ae56a6 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs The DeepFake Detection Challenge (DFDC) Dataset
Reference 15
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 8d87665b-4f0b-46c3-8a0e-7128c09be92f · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Codep: grammatical seq2seq model for general-purpose code generation
Reference 16
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 08fb92ab-8479-4797-be7c-5184de1e9f47 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs JaCoText: A Pretrained Model for Java Code-Text Generation
Reference 17
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cc471623-5e94-487d-a09f-a0dd57b31ff3 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Out of the bleu: how should we assess quality of the code generation models?Journal of Systems and Software, 203:111741, 2023
Reference 18
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 11467041-3d7d-44fc-acf8-15269374ff63 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs CodeBERT: A Pre-Trained Model for Programming and Natural Languages
Reference 19
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 21847269-8275-48a4-b353-0e7bb165121f · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Introducing GitHub Copilot: your AI pair programmer, 2022
Reference 20
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d7e6ddef-b792-4499-8ca8-05d7ac0df019 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs What makes good in-context demonstrations for code intelligence tasks with llms? InIEEE/ACM International Conference on Automated Software Engineering (ASE), pages 761–773, 2023
Reference 21
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1528c165-1662-4f98-a82a-3165eaa55899 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Gltr: Statistical detection and visualization of generated text
Reference 22
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 314297cd-8c44-4ef9-b4a0-4a1e554b2176 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs A survey on the possibilities & impossibilities of ai-generated text detection.Transactions on Machine Learning Research (TMLR), 2023
Reference 23
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation b5aac917-e193-4767-ad10-2fbec12deecd · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Deepfake video detection using recurrent neural networks
Reference 24
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation f13457b0-5431-42a2-b472-218cb58cd458 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Graphcodebert: Pre-training code representations with data flow
Reference 25
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 05003157-91eb-4798-8360-04d2c36081b1 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
Reference 26
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation eb20765c-9e15-4507-8edc-b618ad05b088 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Biscope: Ai-generated text detection by checking memorization of preceding tokens
Reference 27
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c66b5304-5d20-4b43-abe3-3212d8cf7a90 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Spotting llms with binoculars: Zero-shot detection of machine-generated text
Reference 28
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 5195c632-aa5c-4485-855a-96398f705a7d · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Denoising diffusion probabilistic models.Advances in Neural Information Processing Systems (NeurIPS), 33:6840–6851, 2020
Reference 29
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 83737ca2-14d0-46cf-85c5-01beb47d2d14 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Qwen2.5-Coder Technical Report
Reference 30
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 77d0cb4e-9f09-4066-ab9d-84f237151c12 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Rethinking plagiarism in the era of generative ai.Journal of Intelligent Communication, 3(2):20–31, 2024
Reference 31
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 3207f12b-4c39-4ebc-951d-9d6ed0e8ceb6 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Whodunit: Classifying code as human authored or gpt-4 generated-a case study on codechef problems
Reference 32
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bc477be6-3ca6-452d-a785-58be0314634a · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Automatic detection of generated text is easiest when humans are fooled
Reference 33
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c4238f08-8892-4f25-8231-5600621c9da7 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Swe-bench: Can language models resolve real-world github issues? InInternational Conference on Learning Representations (ICLR), 2024
Reference 34
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation bae908c6-127e-4bda-a198-82489ae72e37 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Access the latest 2.0 experimental models in the gemini app., 2025
Reference 35
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 605bc256-bacb-4710-8e72-c6021ee8bb78 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Vulnerability handling of ai- generated code-existing solutions and open challenges
Reference 36
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation d508cc1b-25f4-4f13-bd1b-d3a77ffe37be · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Gemini 2.0 is now available to everyone, 2025
Reference 37
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dbda737d-454c-453b-ba59-b83e84ff4e8e · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Does attitude towards plagiarism predict aigiarism using chatgpt?AI and Ethics, 5(1):677–688, 2025
Reference 38
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation ef0bb54f-4125-47f8-89f4-f384d8462faf · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Will chatgpt g et you caught? rethinking of plagiarism detection
Reference 39
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 64ffc721-c503-4bb6-a5a5-533ecc3ba99f · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs How secure is code generated by chatgpt? InIEEE international conference on systems, man, and cybernetics (SMC), pages 2445–2451
Reference 40
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 03f30dd7-d73a-47ee-bd15-91d0063106e0 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Paraphrasing evades detectors of ai-generated text, but retrieval is an effective defense.Advances in Neural Information Processing Systems (NeurIPS), 2023
Reference 41
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 4271435f-c3b5-455a-8867-637eaf646188 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Detecting fake content with relative entropy scoring
Reference 42
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 50499960-1047-4a1f-b5a3-ade3debd7f65 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Protecting intellectual property of large language model-based code generation apis via watermarks
Reference 43
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation cabc3883-4bb6-4818-80ea-24f5fff2cfc9 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs DeepSeek-V3 Technical Report
Reference 44
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 1da2f7b4-1105-407c-a195-1bc12dcf90ad · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Unresolved cited work
Reference 45
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 04279a04-6e3d-4f41-8e20-d41d409b3ac1 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs CodeXEmbed: A Generalist Embedding Model Family for Multiligual and Multi-task Code Retrieval
Reference 46
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2ce6caf2-b835-4f6e-80a1-10112003ecd9 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs RoBERTa: A Robustly Optimized BERT Pretraining Approach
Reference 47
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation c6f9638a-d993-4bd4-bf4d-944c3afec798 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Raidar: generative ai detection via rewriting
Reference 48
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation db5bea98-ac35-408c-8e6a-9907e16e7a86 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs On the robustness of code generation techniques: An empirical study on github copilot
Reference 49
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 47c2b334-6ec8-4be7-84ef-3bb770d4ba7f · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Llama 3.3: Model cards & prompt formats, 2024
Reference 50
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation a1845f18-307f-48db-99d2-ef1065386dff · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Detectgpt: Zero-shot machine-generated text detection using probability curvature
Reference 51
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 369ee951-331b-4b17-a544-0fc92734f160 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Is this Snippet Written by ChatGPT? An Empirical Study with a CodeBERT-Based Classifier
Reference 52
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation e054e314-9f13-4178-bf36-13dc638c012a · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Gptsniffer: A codebert-based classifier to detect source code written by chatgpt.Journal of Systems and Software, 214:112059, 2024
Reference 53
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 5607cbcf-e488-48c7-945f-c638c8485b33 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Poisoned chatgpt finds work for idle hands: Exploring developers’ coding practices with insecure suggestions from poisoned ai models
Reference 54
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 16b5d11e-f0ca-4610-be35-b2a5a824779c · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Introducing ChatGPT, 2022
Reference 55
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 9e47c2de-2fd7-4582-a635-8af1d6a61da5 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Gpt-4o mini: advancing cost-efficient intelligence, 2024
Reference 56
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation adbea689-e8b3-492f-b51e-222122821c97 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Openai o3-mini: Pushing the frontier of cost-effective reasoning, 2025
Reference 57
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 3f3a22e2-6ddf-4c0d-8dc1-a910825615d8 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs CoDet-M4: Detecting Machine-Generated Code in Multi-Lingual, Multi-Generator and Multi-Domain Settings
Reference 58
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation a74c8129-f622-4c8e-855d-711bc48a174f · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Assessing ai detectors in identifying ai-generated code: Implications for education
Reference 59
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 1b147bce-2743-4336-be30-1d54c61c8701 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Bleu: A method for automatic evaluation of machine translation
Reference 60
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 68814478-2094-4fa8-9715-03362c8d9dfa · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Asleep at the keyboard? assessing the security of github copilot’s code contributions
Reference 61
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b8253700-57d5-448a-87ba-54f616a19d6b · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Magecode: Machine- generated code detection method using large language models.IEEE Access, 2024
Reference 62
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation b9be9d4a-a780-403d-b1ff-d1c738eadafe · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Introducing gemini 2.0: our new ai model for the agentic era, 2024
Reference 63
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 353bcb8a-68f2-4f89-85f2-ebea9ed390cf · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Using tf-idf to determine word relevance in document queries
Reference 64
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 77607fbd-f9cc-4b54-9e84-827390f386e8 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
Reference 65
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 0aea7182-b91b-4944-a0e6-0b80e6e140b3 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs The perceptron: a probabilistic model for information storage and organization in the brain.Psychological review, 65(6):386, 1958
Reference 66
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 01af329a-b3ef-47a6-bfcf-632bd019bb96 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs FaceForensics: A Large-scale Video Dataset for Forgery Detection in Human Faces
Reference 67
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation dc0d9a15-6988-4450-9b53-7e21e5f7b7c4 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Can AI-Generated Text be Reliably Detected?
Reference 68
Source-reported events for the cited work
Unavailable: canonical work link unavailable.
Observation 2f655c91-4889-4576-9e70-790a4b834762 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Automated detection of ai-obfuscated plagiarism in modeling assignments
Reference 69
Source-reported events for the cited work
No event found in the named queried sources as of 2026-08-07T06:34:17.273281+00:00.
Observation 7c3dd540-98d5-48df-8e2d-9f9244f49fba · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Between lines of code: Unraveling the distinct patterns of machine and human programmers
Reference 70
Source-reported events for the cited work
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Observation 0c1ca927-6b1f-407a-a316-2911d4455c3b · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Deep unsupervised learning using nonequilibrium thermodynamics
Reference 71
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Reference 72
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Reference 74
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs An empirical study on automatically detecting ai-generated source code: How far are we? InInternational Conference on Software Engineering (ICSE), 2025
Reference 75
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Bugs in large language models generated code: An empirical study.Empirical Software Engineering, 30(3):1–48, 2025
Reference 76
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Reference 77
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Reference 78
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Turingbench: A benchmark environ- ment for turing test in the age of neural text generation
Reference 79
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs A critical look at ai-generate software: Coding with the new ai tools is both irresistible and dangerous.IEEE Spectrum, 60(7):34–39, 2023
Reference 80
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Attention is all you need.Advances in Neural Information Processing Systems (NeurIPS), 30, 2017
Reference 81
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Is Your AI-Generated Code Really Safe? Evaluating Large Language Models on Secure Code Generation with CodeSecEval
Reference 82
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Openhands: An open platform for ai software developers as generalist agents
Reference 83
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Reference 84
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Reference 85
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Do llms know to respect copyright notice? InConference on Empirical Methods in Natural Language Processing (EMNLP), pages 20604–20619, 2024
Reference 86
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs One Size Does Not Fit All: Investigating Efficacy of Perplexity in Detecting LLM-Generated Code
Reference 87
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Reference 88
Source-reported events for the cited work
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Distin- guishing llm-generated from human-written code by contrastive learning.ACM Transactions on Software Engineering and Methodology, 34(4):1–31, 2025
Reference 89
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Detecting ai-generated code assignments using perplexity of large language models
Reference 90
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs An {LLM-Assisted}{Easy-to-Trigger} backdoor attack on code completion models: Injecting disguised vulnerabilities against strong detection
Reference 91
Source-reported events for the cited work
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Reference 92
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Uncovering llm-generated code: A zero-shot synthetic code detector via code rewriting
Reference 93
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CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Codeipprompt: intellectual property infringement assessment of code language models
Reference 94
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Observation 16b48c01-9f40-41ff-888e-384a39c9a208 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs Inducing Vulnerable Code Generation in LLM Coding Assistants
Reference 95
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Observation c76f7210-55c6-4567-aaf4-cb8d912ee442 · outbound
CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs How well does llm generate security tests?arXiv preprint arXiv:2310.00710, 2023
Reference 96
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Reference 97
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Reference 98
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Reference 99
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Reference 100
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I Know Which LLM Wrote Your Code Last Summer: LLM generated Code Stylometry for Authorship Attribution CodeMirage: A Multi-Lingual Benchmark for Detecting AI-Generated and Paraphrased Source Code from Production-Level LLMs
Reference 2025
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