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In this paper, we present the current progress of the project Verif.ai, an open-source scientific generative question-answering system with referenced and verified answers.
Adaptive mixtures of local experts
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Pubmedqa: A dataset for biomedical research question answering
Jin Q, Dhingra B, Liu Z, Cohen WW, Lu X · 2019
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Retrieval-augmented generation for knowledge-intensive nlp tasks
Lewis P, Perez E, Piktus A, Petroni F, Karpukhin V, Goyal N, et al · 2020
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Fact or fiction: Verifying scientific claims
Wadden D, Lin S, Lo K, Wang LL, van Zuylen M, Cohan A, et al · 2020
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Ms marco: Benchmarking ranking models in the large-data regime
Craswell N, Mitra B, Yilmaz E, Campos D, Lin J · 2021
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OpenAI. GPT-4 Technical Report; 2023
2023
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Mistral 7B
Jiang AQ, Sablayrolles A, Mensch A, Bamford C, Chaplot DS, Casas Ddl, et al · 2023
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Sparks of artificial general intelligence: Early experiments with gpt-4
Bubeck S, Chandrasekaran V, Eldan R, Gehrke J, Horvitz E, Kamar E, et al · 2023
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Generative agents: Interactive simulacra of human behavior
Park JS, O’Brien J, Cai CJ, Morris MR, Liang P, Bernstein MS · 2023
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Llama 2: Open foundation and fine-tuned chat models
Touvron H, Martin L, Stone K, Albert P, Almahairi A, Babaei Y, et al · 2023
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Gpt-4 passes the bar exam
Katz DM, Bommarito MJ, Gao S, Arredondo P · 2023
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A survey on hallucination in large language models: Principles, taxonomy, challenges, and open questions
Huang L, Yu W, Ma W, Zhong W, Feng Z, Wang H, et al · 2023
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Expertqa: Expert-curated questions and attributed answers
Malaviya C, Lee S, Chen S, Sieber E, Yatskar M, Roth D · 2023
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An Interdisciplinary Outlook on Large Language Models for Scientific Research
Boyko J, Cohen J, Fox N, Veiga MH, Li JI, Liu J, et al · 2023
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Qlora: Efficient finetuning of quantized llms
Dettmers T, Pagnoni A, Holtzman A, Zettlemoyer L · 2023
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Jiang AQ, Sablayrolles A, Roux A, Mensch A, Savary B, Bamford C, et al · 2024
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