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The lastest paper about detection of LLM-generated text and code
| Date | Stars |
|---|---|
| 2026-07-31 | 291 |
| 2026-08-03 | 291 |
| 2026-08-06 | 291 |
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# Awesome papers on LLMs detection
This repo is a curated list of papers about detection of LLMs-generated content. It includes most lastest papers about detection methods, datasets, attack, etc. We will consistently update this repo to include the most recent papers.
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# Contents
- [Awesome_papers_on_LLMs_detection](#awesome_papers_on_LLMs_detection)
- [Contents](#contents)
- [Training-based Methods](#Training-based)
- [Black-box](#black-box)
- [2023](#2023)
- [2022](#2022)
- [2020](#2020)
- [White-box](#white-box)
- [2023](#2023-1)
- [2019](#2019)
- [Zero-shot Methods](#zero-shot)
- [Black-box](#black-box-1)
- [2024](#2024-1)
- [2023](#2023-2)
- [White-box](#white-box-1)
- [2023](#2023-3)
- [Before 2020](#before-2020)
- [Watermarking](#watermarking)
- [Black-box](#black-box-2)
- [2024](#2024-2)
- [2023](#2023-4)
- [2022](#2022-1)
- [White-box](#white-box-2)
- [2024](#2024-3)
- [2023](#2023-5)
- [Fingerprinting](#fingerprinting)
- [Code-detection](#code-detection)
- [Attack](#attack)
- [Datasets](#datasets)
- [2024](#2024-4)
- [2023](#2023-6)
- [2022 and before](#2022-and-before)
- [Misc](#misc)
# Training-based
## Black-box
### 2024
+ **Detecting AI-Generated Sentences in Human-AI Collaborative Hybrid Texts: Challenges, Strategies, and Insights** [IJCAI 2024][[pdf]](https://www.ijcai.org/proceedings/2024/0835.pdf) 08/03/2024
+ **LLM-DetectAIve: a Tool for Fine-Grained Machine-Generated Text Detection** [[pdf]](https://arxiv.org/pdf/2408.04284) 12/21/2024
+ **DeTeCtive: Detecting AI-generated Text via Multi-Level Contrastive Learning** [NeurIPS 2024][[pdf]](https://arxiv.org/abs/2410.20964) 10/28/2024
+ **Distinguishing LLM-generated from Human-written Code by Contrastive Learning** [[pdf]](https://arxiv.org/pdf/2411.04704) 11/07/2024
+ **EAGLE: A Domain Generalization Framework for AI-generated Text Detection** [[pdf]](https://arxiv.org/pdf/2403.15690.pdf) 03/25/2024
### 2023
+ **DETECTING MACHINE-GENERATED TEXTS BY MULTI-POPULATION AWARE OPTIMIZATION FOR MAXIMUM MEAN DISCREPANCY** [[pdf]](https://arxiv.org/pdf/2402.16041.pdf) 02/27/2024
+ **Threads of Subtlety: Detecting Machine-Generated Texts Through Discourse Motifs** [[pdf]](https://arxiv.org/pdf/2402.10586.pdf) 02/19/2024
+ **LLM-Detector: Improving AI-Generated Chinese Text Detection with Open-Source LLM Instruction Tuning** [[pdf]](https://arxiv.org/pdf/2402.01158.pdf) 02/04/2024
+ **FEW-SHOT DETECTION OF MACHINE-GENERATED TEXT USING STYLE REPRESENTATIONS** [[pdf]](https://arxiv.org/pdf/2401.06712.pdf) 01/12, 2024
+ **Token Prediction as Implicit Classification to Identify LLM-Generated Text** [[pdf]](https://arxiv.org/abs/2311.08723) Nov. 15, 2023
+ **AuthentiGPT: Detecting Machine-Generated Text via Black-Box Language Models Denoising** [[pdf]](https://arxiv.org/abs/2311.07700) Nov. 14, 2023
+ **G3Detector: General GPT-Generated Text Detector** [[pdf]](https://arxiv.org/abs/2305.12680)
+ **GPT-Sentinel: Distinguishing Human and ChatGPT Generated Content** [[pdf]](https://arxiv.org/abs/2305.07969)
+ **GPT Paternity Test: GPT Generated Text Detection with GPT Genetic Inheritance** [[pdf]](https://arxiv.org/abs/2305.12519)
### 2022
+ **OpenAI Text Classifier** [[link]](https://beta.openai.com/ai-text-classifier)
+ **GPTZero** [[link]](https://gptzero.me/)
+ **CoCo: Coherence-Enhanced Machine-Generated Text Detection Under Data Limitation With Contrastive Learning** [[pdf]](https://arxiv.org/abs/2212.10341)
+ **LLMDet: A Large Language Models Detection Tool** [[pdf]](https://arxiv.org/abs/2305.15004)
+ **Multiscale Positive-Unlabeled Detection of AI-Generated Texts** [[pdf]](https://arxiv.org/abs/2305.18149)
+ **RADAR: Robust AI-Text Detection via Adversarial Learning** [[pdf]](https://arxiv.org/abs/2307.03838)
+ **On the Zero-Shot GeneraliExcerpt of 25,018 characters
Read on GitHubWould you bet a product on this? Bounded 0–100 and slow moving.
matched fp:9ab4bbb852104d76, llm:Repository description: "The lastest paper about detection of LLM-generated text and code" — curated list of papers on LLM detection.
matched fp:9ab4bbb852104d76, llm:Repository description: "The lastest paper about detection of LLM-generated text and code" — curated list of papers on LLM detection.