9/ ChatDev – a virtual chat-powered software development company mirroring the waterfall model; shows efficacy in software generation, even completing the entire software development process in less than seven minutes for less than one dollar.
@dair_ai
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LLMs Self-Align Without Finetuning via Self-Boosting
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4/ LLMs Can Align Themselves without Finetuning? – discovers that by integrating self-evaluation and rewind mechanisms, unaligned LLMs can directly produce responses consistent with human preferences via self-boosting.
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Survey of Hallucination Phenomena in Large Language Models
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6/ A Survey of Hallucination in LLMs – classifies different types of hallucination phenomena and provides evaluation criteria for assessing hallucination along with mitigation strategies.
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Quadrupedal Robot Learns Parkour via Vision-Based Policy Transfer
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5/ Robot Parkour Learning – presents a system for learning end-to-end vision-based parkour policy which is transferred to a quadrupedal robot using its ecocentric depth camera.https://t.co/6720eLUt7w
— DAIR.AI (@dair_ai) 17 septembre 20235/ Robot Parkour Learning – presents a system for learning end-to-end vision-based parkour policy which is transferred to a quadrupedal robot using its ecocentric depth camera.
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EvoDiff: Diffusion Models for Controllable Protein Generation
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3/ EvoDiff – combines evolutionary-scale data with diffusion models for controllable protein generation in sequence space; it can generate proteins inaccessible to structure-based models.https://t.co/8XhjIfeAOT
— DAIR.AI (@dair_ai) 17 septembre 20233/ EvoDiff – combines evolutionary-scale data with diffusion models for controllable protein generation in sequence space; it can generate proteins inaccessible to structure-based models.
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The Rise and Potential of LLM Based Agents
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2/ The Rise and Potential of LLM Based Agents – a comprehensive overview of LLM based agents; covers from how to construct these agents to how to harness them for good.
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Qwen-VL: Advanced Vision-Language Model for Multiple Tasks
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10/ Qwen-VL – introduces a set of large-scale vision-language models demonstrating strong performance in tasks like image captioning, question answering, visual localization, and flexible interaction.
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FaceChain: Personalized Portrait Generation Framework Using AI
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9/ FaceChain – a personalized portrait generation framework combining customized image-generation models and face-related perceptual understanding models to generate truthful personalized portraits; it works with a handful of portrait images as input.
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Nougat: Neural Optical Document Understanding for Academic PDFs
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6/ Nougat – proposes an approach for neural optical understanding of academic documents; it supports the ability to extract text, equations, and tables from academic PDFs, i.e., convert PDFs into LaTeX/markdown.
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FacTool: Detecting Factual Errors in LLM Generated Text
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7/ Factuality Detection in LLMs – proposes a tool called FacTool to detect factual errors in texts generated by LLMs; shows the necessary components needed and the types of tools to integrate with LLMs for better detecting factual errors.