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#### Natural language understanding
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##### Setiment analysis
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##### Sentiment analysis
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1. Holistic evaluation of language models. _Percy Liang et al._ arXiv 2022. [[paper](https://arxiv.org/abs/2211.09110)]
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2. Can chatgpt forecast stock price movements? return predictability and large language models. _Alejandro Lopez-Lira et al._ SSRN 2023. [[paper](https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4412788)]
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3. Is chatgpt a general-purpose natural language processing task solver? _Chengwei Qin et al._ arXiv 2023. [[paper](https://arxiv.org/abs/2302.06476)]
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8. Are large language models really good logical reasoners? a comprehensive evaluation from deductive, inductive and abductive views. _Fangzhi Xu et al._ arXiv 2023. [[paper](https://arxiv.org/abs/2306.09841)]
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9. Evaluating the Logical Reasoning Ability of ChatGPT and GPT-4. _Hanmeng Liu et al._ arXiv 2023. [[paper](https://arxiv.org/abs/2304.03439)]
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10. A Systematic Study and Comprehensive Evaluation of ChatGPT on Benchmark Datasets, _Laskar et al._ ACL 2023 (Findings). [[paper](https://arxiv.org/abs/2305.18486)]
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11. MindGames: Targeting Theory of Mind in Large Language Models with Dynamic Epistemic Modal Logic _Sileo et Lernould_ arXiv 2023. [[paper](https://arxiv.org/abs/2305.03353)]
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