From bef70a57d82194981fc13addaf62448b4ea5af89 Mon Sep 17 00:00:00 2001 From: dbz0825 <37419118+dbz0825@users.noreply.github.com> Date: Wed, 12 Jul 2023 12:04:21 +0800 Subject: [PATCH 01/16] Update README.md Add largest ChatGPT eval paper. --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 27a8d12..45bc44c 100644 --- a/README.md +++ b/README.md @@ -952,6 +952,7 @@ Please click [here](Experiments/README.md) to view more detailed information. 80. **"Humans in Humans Out: On GPT Converging Toward Common Sense in both Success and Failure"**. *Philipp Koralus et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17276v1)] 81. **"Yes but.. Can ChatGPT Identify Entities in Historical Documents?"**. *Carlos-Emiliano González-Gallardo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17322v1)] 82. **"Uncovering ChatGPT's Capabilities in Recommender Systems"**. *Sunhao Dai et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2305.02182)] +83. **"A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark Datasets"**. Laskar et al.* ACL'23. [[Paper]](https://arxiv.org/abs/2305.18486) ### The Team From 57ae7dc0e5e8abb3bbc3288a85aa947713bf54ac Mon Sep 17 00:00:00 2001 From: Terry Zhuo Date: Thu, 13 Jul 2023 04:31:55 +0800 Subject: [PATCH 02/16] Add red-teaming paper --- README.md | 85 ++++++++++++++++++++++++++++--------------------------- 1 file changed, 43 insertions(+), 42 deletions(-) diff --git a/README.md b/README.md index 27a8d12..e6dadf4 100644 --- a/README.md +++ b/README.md @@ -910,48 +910,49 @@ Please click [here](Experiments/README.md) to view more detailed information. 38. **"Chatgpt goes to law school"**. *Choi Jonathan H et al.* SSRN 2023. [[Paper](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4335905)] 39. **"How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection"**. *Biyang Guo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.07597v1)] 40. **"Is ChatGPT A Good Translator? A Preliminary Study"**. *Wenxiang Jiao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.08745v3)] -41. **"Could an Artificial-Intelligence agent pass an introductory physics course?"**. *Gerd Kortemeyer et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12127v2)] -42. **"Mathematical Capabilities of ChatGPT"**. *Simon Frieder et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.13867v1)] -43. **"Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models"**. *Zhihong Shao et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.00618v1)] -44. **"Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning"**. *Thomas Carta et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.02662v1)] -45. **"Evaluating ChatGPT as an Adjunct for Radiologic Decision-Making"**. *Arya Yao et al.* medRxiv 2023. [[Paper](https://www.medrxiv.org/content/10.1101/2023.02.02.23285399v1)] -46. **"Theory of Mind May Have Spontaneously Emerged in Large Language Models"**. *Michal Kosinski et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.02083v3)] -47. **"A Categorical Archive of ChatGPT Failures"**. *Ali Borji et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.03494v7)] -48. **"A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity"**. *Yejin Bang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.04023v2)] -49. **"Toolformer: Language Models Can Teach Themselves to Use Tools"**. *Timo Schick et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.04761v1)] -50. **"Is ChatGPT a General-Purpose Natural Language Processing Task Solver?"**. *Chengwei Qin et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.06476v2)] -51. **"How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation"**. *Hendy Amr et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.09210)] -52. **"Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT"**. *Qihuang Zhong et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.10198v2)] -53. **"Zero-Shot Information Extraction via Chatting with ChatGPT"**. *Xiang Wei et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.10205v1)] -54. **"ChatGPT: Jack of all trades, master of none"**. *Jan Kocon et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.10724v1)] -55. **"On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective"**. *Jindong Wang et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.12095v4)] -56. **"Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback"**. *Baolin Peng et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.12813v3)] -57. **"An Independent Evaluation of ChatGPT on Mathematical Word Problems (MWP)"**. *Paulo Shakarian et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.13814v2)] -58. **"How Robust is GPT-3.5 to Predecessors? A Comprehensive Study on Language Understanding Tasks"**. *Chen Xuanting et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.00293v1)] -59. **"The utility of ChatGPT for cancer treatment information"**. *Shen Chen et al.* medRxiv 2023. [[Paper](https://www.medrxiv.org/content/10.1101/2023.03.16.23287316v1)] -60. **"Can ChatGPT Assess Human Personalities? A General Evaluation Framework"**. *Haocong Rao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.01248v2)] -61. **"Will Affective Computing Emerge from Foundation Models and General AI? A First Evaluation on ChatGPT."**. *Mostafa M. Amin et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.03186v1)] -62. **"Exploring the Feasibility of ChatGPT for Event Extraction."**. *Jun Gao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.03836v2)] -63. **"Does Synthetic Data Generation of LLMs Help Clinical Text Mining?"**. *Tang Ruixiang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.04360v1)] -64. **"Consistency Analysis of ChatGPT"**. *Myeongjun Jang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.06273v1)] -65. **"Self-planning Code Generation with Large Language Model"**. *Shun Zhang et al.* ICLR 2023. [[Paper](http://arxiv.org/abs/2303.06689v1)] -66. **"Evaluation of ChatGPT as a Question Answering System for Answering Complex Questions"**. *Yiming Tan et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.07992)] -67. **"GPT-4 Technical Report"**. *OpenAI et al.* OpenAI 2023. [[Paper](http://arxiv.org/abs/2303.08774v3)] -68. **"A Short Survey of Viewing Large Language Models in Legal Aspect"**. *Zhongxiang Sun et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.09136v1)] -69. **"ChatGPT Participates in a Computer Science Exam"**. *Sebastian Bordt et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.09461v2)] -70. **"A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models"**. *Junjie Ye et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.10420v1)] -71. **"On the Educational Impact of ChatGPT: Is Artificial Intelligence Ready to Obtain a University Degree?"**. *Kamil Malinka et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.11146v1)] -72. **"Sparks of Artificial General Intelligence: Early experiments with GPT-4"**. *S'ebastien Bubeck et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.12712v3)] -73. **"Is ChatGPT A Good Keyphrase Generator? A Preliminary Study"**. *Mingyang Song et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.13001v1)] -74. **"Capabilities of GPT-4 on Medical Challenge Problems"**. *Harsha Nori et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.13375v1)] -75. **"Can we trust the evaluation on ChatGPT?"**. *Rachith Aiyappa et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.12767)] -76. **"ChatGPT Outperforms Crowd-Workers for Text-Annotation Tasks"**. *Fabrizio Gilardi et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.15056v1)] -77. **"Evaluation of ChatGPT for NLP-based Mental Health Applications"**. *Bishal Lamichhane et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.15727v1)] -78. **"ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models"**. *Bian Ning et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.16421v1)] -79. **"Evaluating GPT-3.5 and GPT-4 Models on Brazilian University Admission Exams"**. *Desnes Nunes et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17003v1)] -80. **"Humans in Humans Out: On GPT Converging Toward Common Sense in both Success and Failure"**. *Philipp Koralus et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17276v1)] -81. **"Yes but.. Can ChatGPT Identify Entities in Historical Documents?"**. *Carlos-Emiliano González-Gallardo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17322v1)] -82. **"Uncovering ChatGPT's Capabilities in Recommender Systems"**. *Sunhao Dai et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2305.02182)] +41. **"Red teaming ChatGPT via Jailbreaking: Bias, Robustness, Reliability and Toxicity"**. *Terry Yue Zhuo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12867)] +42. **"Could an Artificial-Intelligence agent pass an introductory physics course?"**. *Gerd Kortemeyer et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12127v2)] +43. **"Mathematical Capabilities of ChatGPT"**. *Simon Frieder et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.13867v1)] +44. **"Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models"**. *Zhihong Shao et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.00618v1)] +45. **"Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning"**. *Thomas Carta et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.02662v1)] +46. **"Evaluating ChatGPT as an Adjunct for Radiologic Decision-Making"**. *Arya Yao et al.* medRxiv 2023. [[Paper](https://www.medrxiv.org/content/10.1101/2023.02.02.23285399v1)] +47. **"Theory of Mind May Have Spontaneously Emerged in Large Language Models"**. *Michal Kosinski et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.02083v3)] +48. **"A Categorical Archive of ChatGPT Failures"**. *Ali Borji et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.03494v7)] +49. **"A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity"**. *Yejin Bang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.04023v2)] +50. **"Toolformer: Language Models Can Teach Themselves to Use Tools"**. *Timo Schick et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.04761v1)] +51. **"Is ChatGPT a General-Purpose Natural Language Processing Task Solver?"**. *Chengwei Qin et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.06476v2)] +52. **"How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation"**. *Hendy Amr et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.09210)] +53. **"Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT"**. *Qihuang Zhong et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.10198v2)] +54. **"Zero-Shot Information Extraction via Chatting with ChatGPT"**. *Xiang Wei et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.10205v1)] +55. **"ChatGPT: Jack of all trades, master of none"**. *Jan Kocon et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.10724v1)] +56. **"On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective"**. *Jindong Wang et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.12095v4)] +57. **"Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback"**. *Baolin Peng et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.12813v3)] +58. **"An Independent Evaluation of ChatGPT on Mathematical Word Problems (MWP)"**. *Paulo Shakarian et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.13814v2)] +59. **"How Robust is GPT-3.5 to Predecessors? A Comprehensive Study on Language Understanding Tasks"**. *Chen Xuanting et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.00293v1)] +60. **"The utility of ChatGPT for cancer treatment information"**. *Shen Chen et al.* medRxiv 2023. [[Paper](https://www.medrxiv.org/content/10.1101/2023.03.16.23287316v1)] +61. **"Can ChatGPT Assess Human Personalities? A General Evaluation Framework"**. *Haocong Rao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.01248v2)] +62. **"Will Affective Computing Emerge from Foundation Models and General AI? A First Evaluation on ChatGPT."**. *Mostafa M. Amin et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.03186v1)] +63. **"Exploring the Feasibility of ChatGPT for Event Extraction."**. *Jun Gao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.03836v2)] +64. **"Does Synthetic Data Generation of LLMs Help Clinical Text Mining?"**. *Tang Ruixiang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.04360v1)] +65. **"Consistency Analysis of ChatGPT"**. *Myeongjun Jang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.06273v1)] +66. **"Self-planning Code Generation with Large Language Model"**. *Shun Zhang et al.* ICLR 2023. [[Paper](http://arxiv.org/abs/2303.06689v1)] +67. **"Evaluation of ChatGPT as a Question Answering System for Answering Complex Questions"**. *Yiming Tan et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.07992)] +68. **"GPT-4 Technical Report"**. *OpenAI et al.* OpenAI 2023. [[Paper](http://arxiv.org/abs/2303.08774v3)] +69. **"A Short Survey of Viewing Large Language Models in Legal Aspect"**. *Zhongxiang Sun et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.09136v1)] +70. **"ChatGPT Participates in a Computer Science Exam"**. *Sebastian Bordt et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.09461v2)] +71. **"A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models"**. *Junjie Ye et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.10420v1)] +72. **"On the Educational Impact of ChatGPT: Is Artificial Intelligence Ready to Obtain a University Degree?"**. *Kamil Malinka et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.11146v1)] +73. **"Sparks of Artificial General Intelligence: Early experiments with GPT-4"**. *S'ebastien Bubeck et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.12712v3)] +74. **"Is ChatGPT A Good Keyphrase Generator? A Preliminary Study"**. *Mingyang Song et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.13001v1)] +75. **"Capabilities of GPT-4 on Medical Challenge Problems"**. *Harsha Nori et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.13375v1)] +76. **"Can we trust the evaluation on ChatGPT?"**. *Rachith Aiyappa et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.12767)] +77. **"ChatGPT Outperforms Crowd-Workers for Text-Annotation Tasks"**. *Fabrizio Gilardi et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.15056v1)] +78. **"Evaluation of ChatGPT for NLP-based Mental Health Applications"**. *Bishal Lamichhane et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.15727v1)] +79. **"ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models"**. *Bian Ning et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.16421v1)] +80. **"Evaluating GPT-3.5 and GPT-4 Models on Brazilian University Admission Exams"**. *Desnes Nunes et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17003v1)] +81. **"Humans in Humans Out: On GPT Converging Toward Common Sense in both Success and Failure"**. *Philipp Koralus et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17276v1)] +82. **"Yes but.. Can ChatGPT Identify Entities in Historical Documents?"**. *Carlos-Emiliano González-Gallardo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17322v1)] +83. **"Uncovering ChatGPT's Capabilities in Recommender Systems"**. *Sunhao Dai et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2305.02182)] ### The Team From 88b527474122ea447b305772eb868c1480033bf2 Mon Sep 17 00:00:00 2001 From: Terry Zhuo Date: Thu, 13 Jul 2023 04:38:27 +0800 Subject: [PATCH 03/16] Update README.md --- README.md | 85 ++++++++++++++++++++++++++++--------------------------- 1 file changed, 43 insertions(+), 42 deletions(-) diff --git a/README.md b/README.md index e6dadf4..30b7720 100644 --- a/README.md +++ b/README.md @@ -911,48 +911,49 @@ Please click [here](Experiments/README.md) to view more detailed information. 39. **"How Close is ChatGPT to Human Experts? Comparison Corpus, Evaluation, and Detection"**. *Biyang Guo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.07597v1)] 40. **"Is ChatGPT A Good Translator? A Preliminary Study"**. *Wenxiang Jiao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.08745v3)] 41. **"Red teaming ChatGPT via Jailbreaking: Bias, Robustness, Reliability and Toxicity"**. *Terry Yue Zhuo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12867)] -42. **"Could an Artificial-Intelligence agent pass an introductory physics course?"**. *Gerd Kortemeyer et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12127v2)] -43. **"Mathematical Capabilities of ChatGPT"**. *Simon Frieder et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.13867v1)] -44. **"Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models"**. *Zhihong Shao et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.00618v1)] -45. **"Grounding Large Language Models in Interactive Environments with Online Reinforcement Learning"**. *Thomas Carta et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.02662v1)] -46. **"Evaluating ChatGPT as an Adjunct for Radiologic Decision-Making"**. *Arya Yao et al.* medRxiv 2023. [[Paper](https://www.medrxiv.org/content/10.1101/2023.02.02.23285399v1)] -47. **"Theory of Mind May Have Spontaneously Emerged in Large Language Models"**. *Michal Kosinski et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.02083v3)] -48. **"A Categorical Archive of ChatGPT Failures"**. *Ali Borji et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.03494v7)] -49. **"A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity"**. *Yejin Bang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.04023v2)] -50. **"Toolformer: Language Models Can Teach Themselves to Use Tools"**. *Timo Schick et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.04761v1)] -51. **"Is ChatGPT a General-Purpose Natural Language Processing Task Solver?"**. *Chengwei Qin et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.06476v2)] -52. **"How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation"**. *Hendy Amr et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.09210)] -53. **"Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT"**. *Qihuang Zhong et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.10198v2)] -54. **"Zero-Shot Information Extraction via Chatting with ChatGPT"**. *Xiang Wei et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.10205v1)] -55. **"ChatGPT: Jack of all trades, master of none"**. *Jan Kocon et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.10724v1)] -56. **"On the Robustness of ChatGPT: An Adversarial and Out-of-distribution Perspective"**. *Jindong Wang et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.12095v4)] -57. **"Check Your Facts and Try Again: Improving Large Language Models with External Knowledge and Automated Feedback"**. *Baolin Peng et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.12813v3)] -58. **"An Independent Evaluation of ChatGPT on Mathematical Word Problems (MWP)"**. *Paulo Shakarian et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.13814v2)] -59. **"How Robust is GPT-3.5 to Predecessors? A Comprehensive Study on Language Understanding Tasks"**. *Chen Xuanting et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.00293v1)] -60. **"The utility of ChatGPT for cancer treatment information"**. *Shen Chen et al.* medRxiv 2023. [[Paper](https://www.medrxiv.org/content/10.1101/2023.03.16.23287316v1)] -61. **"Can ChatGPT Assess Human Personalities? A General Evaluation Framework"**. *Haocong Rao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.01248v2)] -62. **"Will Affective Computing Emerge from Foundation Models and General AI? A First Evaluation on ChatGPT."**. *Mostafa M. Amin et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.03186v1)] -63. **"Exploring the Feasibility of ChatGPT for Event Extraction."**. *Jun Gao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.03836v2)] -64. **"Does Synthetic Data Generation of LLMs Help Clinical Text Mining?"**. *Tang Ruixiang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.04360v1)] -65. **"Consistency Analysis of ChatGPT"**. *Myeongjun Jang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.06273v1)] -66. **"Self-planning Code Generation with Large Language Model"**. *Shun Zhang et al.* ICLR 2023. [[Paper](http://arxiv.org/abs/2303.06689v1)] -67. **"Evaluation of ChatGPT as a Question Answering System for Answering Complex Questions"**. *Yiming Tan et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.07992)] -68. **"GPT-4 Technical Report"**. *OpenAI et al.* OpenAI 2023. [[Paper](http://arxiv.org/abs/2303.08774v3)] -69. **"A Short Survey of Viewing Large Language Models in Legal Aspect"**. *Zhongxiang Sun et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.09136v1)] -70. **"ChatGPT Participates in a Computer Science Exam"**. *Sebastian Bordt et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.09461v2)] -71. **"A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models"**. *Junjie Ye et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.10420v1)] -72. **"On the Educational Impact of ChatGPT: Is Artificial Intelligence Ready to Obtain a University Degree?"**. *Kamil Malinka et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.11146v1)] -73. **"Sparks of Artificial General Intelligence: Early experiments with GPT-4"**. *S'ebastien Bubeck et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.12712v3)] -74. **"Is ChatGPT A Good Keyphrase Generator? A Preliminary Study"**. *Mingyang Song et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.13001v1)] -75. **"Capabilities of GPT-4 on Medical Challenge Problems"**. *Harsha Nori et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.13375v1)] -76. **"Can we trust the evaluation on ChatGPT?"**. *Rachith Aiyappa et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.12767)] -77. **"ChatGPT Outperforms Crowd-Workers for Text-Annotation Tasks"**. *Fabrizio Gilardi et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.15056v1)] -78. **"Evaluation of ChatGPT for NLP-based Mental Health Applications"**. *Bishal Lamichhane et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.15727v1)] -79. **"ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models"**. *Bian Ning et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.16421v1)] -80. **"Evaluating GPT-3.5 and GPT-4 Models on Brazilian University Admission Exams"**. *Desnes Nunes et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17003v1)] -81. **"Humans in Humans Out: On GPT Converging Toward Common Sense in both Success and Failure"**. *Philipp Koralus et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17276v1)] -82. **"Yes but.. Can ChatGPT Identify Entities in Historical Documents?"**. *Carlos-Emiliano González-Gallardo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17322v1)] -83. **"Uncovering ChatGPT's Capabilities in Recommender Systems"**. *Sunhao Dai et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2305.02182)] +42. **"On Robustness of Prompt-based Semantic Parsing with Large Pre-trained Language Model: An Empirical Study on Codex"**. *Terry Yue Zhuo et al.* EACL 2023. [[Paper](https://arxiv.org/abs/2301.12868)] +43. **"Could an Artificial-Intelligence agent pass an introductory physics course?"**. *Gerd Kortemeyer et al.* arXiv 2023. 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[[Paper](https://arxiv.org/abs/2302.03494v7)] +50. **"A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivity"**. *Yejin Bang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.04023v2)] +51. **"Toolformer: Language Models Can Teach Themselves to Use Tools"**. *Timo Schick et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.04761v1)] +52. **"Is ChatGPT a General-Purpose Natural Language Processing Task Solver?"**. *Chengwei Qin et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.06476v2)] +53. **"How Good Are GPT Models at Machine Translation? A Comprehensive Evaluation"**. *Hendy Amr et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2302.09210)] +54. **"Can ChatGPT Understand Too? A Comparative Study on ChatGPT and Fine-tuned BERT"**. *Qihuang Zhong et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2302.10198v2)] +55. **"Zero-Shot Information Extraction via Chatting with ChatGPT"**. *Xiang Wei et al.* arXiv 2023. 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[[Paper](http://arxiv.org/abs/2303.00293v1)] +61. **"The utility of ChatGPT for cancer treatment information"**. *Shen Chen et al.* medRxiv 2023. [[Paper](https://www.medrxiv.org/content/10.1101/2023.03.16.23287316v1)] +62. **"Can ChatGPT Assess Human Personalities? A General Evaluation Framework"**. *Haocong Rao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.01248v2)] +63. **"Will Affective Computing Emerge from Foundation Models and General AI? A First Evaluation on ChatGPT."**. *Mostafa M. Amin et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.03186v1)] +64. **"Exploring the Feasibility of ChatGPT for Event Extraction."**. *Jun Gao et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.03836v2)] +65. **"Does Synthetic Data Generation of LLMs Help Clinical Text Mining?"**. *Tang Ruixiang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.04360v1)] +66. **"Consistency Analysis of ChatGPT"**. *Myeongjun Jang et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.06273v1)] +67. **"Self-planning Code Generation with Large Language Model"**. *Shun Zhang et al.* ICLR 2023. [[Paper](http://arxiv.org/abs/2303.06689v1)] +68. **"Evaluation of ChatGPT as a Question Answering System for Answering Complex Questions"**. *Yiming Tan et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.07992)] +69. **"GPT-4 Technical Report"**. *OpenAI et al.* OpenAI 2023. [[Paper](http://arxiv.org/abs/2303.08774v3)] +70. **"A Short Survey of Viewing Large Language Models in Legal Aspect"**. *Zhongxiang Sun et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.09136v1)] +71. **"ChatGPT Participates in a Computer Science Exam"**. *Sebastian Bordt et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.09461v2)] +72. **"A Comprehensive Capability Analysis of GPT-3 and GPT-3.5 Series Models"**. *Junjie Ye et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.10420v1)] +73. **"On the Educational Impact of ChatGPT: Is Artificial Intelligence Ready to Obtain a University Degree?"**. *Kamil Malinka et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.11146v1)] +74. **"Sparks of Artificial General Intelligence: Early experiments with GPT-4"**. *S'ebastien Bubeck et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.12712v3)] +75. **"Is ChatGPT A Good Keyphrase Generator? A Preliminary Study"**. *Mingyang Song et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.13001v1)] +76. **"Capabilities of GPT-4 on Medical Challenge Problems"**. *Harsha Nori et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.13375v1)] +77. **"Can we trust the evaluation on ChatGPT?"**. *Rachith Aiyappa et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.12767)] +78. **"ChatGPT Outperforms Crowd-Workers for Text-Annotation Tasks"**. *Fabrizio Gilardi et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.15056v1)] +79. **"Evaluation of ChatGPT for NLP-based Mental Health Applications"**. *Bishal Lamichhane et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.15727v1)] +80. **"ChatGPT is a Knowledgeable but Inexperienced Solver: An Investigation of Commonsense Problem in Large Language Models"**. *Bian Ning et al.* arXiv 2023. [[Paper](http://arxiv.org/abs/2303.16421v1)] +81. **"Evaluating GPT-3.5 and GPT-4 Models on Brazilian University Admission Exams"**. *Desnes Nunes et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17003v1)] +82. **"Humans in Humans Out: On GPT Converging Toward Common Sense in both Success and Failure"**. *Philipp Koralus et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17276v1)] +83. **"Yes but.. Can ChatGPT Identify Entities in Historical Documents?"**. *Carlos-Emiliano González-Gallardo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2303.17322v1)] +84. **"Uncovering ChatGPT's Capabilities in Recommender Systems"**. *Sunhao Dai et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2305.02182)] ### The Team From 1b1129607bcd0ac85f7d12a8bf9c3f08ad5562d2 Mon Sep 17 00:00:00 2001 From: DeepTecher <47837991+DeepTecher@users.noreply.github.com> Date: Fri, 14 Jul 2023 22:26:12 +0800 Subject: [PATCH 04/16] Update README.md Add PagedAttention method on Attention. Provide official website for it. Paper (Stay Tuned) --- README.md | 1 + 1 file changed, 1 insertion(+) diff --git a/README.md b/README.md index 8bdf34e..efeddc5 100644 --- a/README.md +++ b/README.md @@ -663,6 +663,7 @@ Please click [here](Experiments/README.md) to view more detailed information. **Attention** 1. Multi-query attention: **"Fast Transformer Decoding: One Write-Head is All You Need"**. *Noam Shazeer*. arXiv 2019. [[paper](https://arxiv.org/abs/1911.02150)] 1. FlashAttention: **"FlashAttention: Fast and Memory-Efficient Exact Attention with IO-Awareness"**. *Tri Dao et al*. NeurIPS 2022. [[paper](https://arxiv.org/abs/2205.14135)] +1. PagedAttention: **"vLLM: Easy, Fast, and Cheap LLM Serving with PagedAttention"**. *Woosuk Kwon et al*. 2023. paper(Stay Tuned) [[Offical WebSite](https://vllm.ai/)] ##### Analysis From 34e43f49bad6e4eb3bdfc06e36a412f1b195e292 Mon Sep 17 00:00:00 2001 From: Tianyi Tang <37647985+StevenTang1998@users.noreply.github.com> Date: Wed, 2 Aug 2023 17:17:03 +0800 Subject: [PATCH 05/16] Delete LLM_Survey__Chinese_V1.pdf --- assets/LLM_Survey__Chinese_V1.pdf | Bin 2198180 -> 0 bytes 1 file changed, 0 insertions(+), 0 deletions(-) delete mode 100644 assets/LLM_Survey__Chinese_V1.pdf diff --git a/assets/LLM_Survey__Chinese_V1.pdf b/assets/LLM_Survey__Chinese_V1.pdf deleted file mode 100644 index 991a01dcb6fe31b65be0d59117f63771d5042bff..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 2198180 zcmeFZWo#u|vMy+5W-5Cd%FIk&_B?yK%Q=e>6| z(#((1*-|RCaIg3>6q)Obi1k%gNQ8!gmIdZ(*F)Yr3?ma8J%Aoyqi+tw%?+TFG_y9+ zvo~`$G6XPumH>g_Rw^z{tb^&;roO06vE@1L%YS91N^XOsoJp 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zf-8UdrkAd%9t$@7cj$Elj_N20V-br@4T%C~n%|zLZ1{;Hng6YmUT0f9yy(G@>CS(K zP`0=kwP2$R{h#BZKcbM;J^}yle@qh44 Date: Thu, 31 Aug 2023 04:08:23 +0800 Subject: [PATCH 16/16] Update references in README.md Added paper "Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment" --- README.md | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/README.md b/README.md index 6c2a778..ac614fd 100644 --- a/README.md +++ b/README.md @@ -750,7 +750,7 @@ Please click [here](Experiments/README.md) to view more detailed information. 1. **"Scaling Laws for Reward Model Overoptimization"**. *Leo Gao et al*. arXiv 2022. [[Paper](https://arxiv.org/abs/2210.10760)] 1. **"The Wisdom of Hindsight Makes Language Models Better Instruction Followers"**. *Tianjun Zhang et al*. arXiv 2023. [[Paper](https://arxiv.org/abs/2302.05206)] 1. **"RAFT: Reward rAnked FineTuning for Generative Foundation Model Alignment"**. *Hanze Dong et al*. arXiv 2023. [[Paper](https://arxiv.org/abs/2304.06767)] - +1. **"Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment"**. *Rishabh Bhardwaj et al*. arXiv 2023. [[Paper](https://arxiv.org/abs/2308.09662)] #### Parameter-Efficient Model Adaptation 1. **"Parameter-Efficient Transfer Learning for NLP"**. *Neil Houlsby et al*. ICML 2019. [[Paper](https://arxiv.org/abs/1902.00751)] [[GitHub](https://github.com/google-research/adapter-bert)] @@ -957,6 +957,7 @@ Please click [here](Experiments/README.md) to view more detailed information. 84. **"Red teaming ChatGPT via Jailbreaking: Bias, Robustness, Reliability and Toxicity"**. *Terry Yue Zhuo et al.* arXiv 2023. [[Paper](https://arxiv.org/abs/2301.12867)] 85. **"On Robustness of Prompt-based Semantic Parsing with Large Pre-trained Language Model: An Empirical Study on Codex"**. *Terry Yue Zhuo et al.* EACL 2023. [[Paper](https://arxiv.org/abs/2301.12868)] 86. **"A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark Datasets"**. Laskar et al.* ACL'23. [[Paper]](https://arxiv.org/abs/2305.18486) +87. **"Red-Teaming Large Language Models using Chain of Utterances for Safety-Alignment"**. *Rishabh Bhardwaj et al*. arXiv 2023. [[Paper](https://arxiv.org/abs/2308.09662)] ### The Team

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l011EuKms6v|0MwD;HYQs=xT3d49CRC21h|5Dk}!}KLF=3 Date: Wed, 2 Aug 2023 17:21:38 +0800 Subject: [PATCH 07/16] Update README.md --- README.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/README.md b/README.md index efeddc5..6c2a778 100644 --- a/README.md +++ b/README.md @@ -24,7 +24,7 @@ ## Chinese Version -To facilitate the reading of our (English-verison) survey, we also employ LLMs + some human checking to generate a [**Chinese version**](assets/LLM_Survey__Chinese_V1.pdf) for this survey. While, since it is mainly generated by LLMs, please don't forward or post its content on the Web. +To facilitate the reading of our (English-verison) survey, we also translate a [**Chinese version**](assets/LLM_Survey_Chinese.pdf) for this survey. We will continue to update the Chinese version. 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