2 不能保证通过self-consistency得到的答案一定是正确答案,错误答案对LLM性能的影响如何。 一、背景 Few-shot learning让LLM从给出的上下文例子中学习理解新的任务。CoT(思维链)通过提示让LLM一步一步思考,激发LLM的推理能力。自一致性(self-consistency)通过从多个推理路径选出最一致的答案来进一步提高
Large Language Models Can Self-Improve https://arxiv.org/abs/2210.11610 Evaluating Human-Language Model Interaction https://arxiv.org/abs/2212.09746 Large Language Models can Learn Rules https://arxiv.org/abs/2310.07064 AgentBench: Evaluating LLMs as Agents https://arxiv.org/abs/2308.03688 WebAr...
large language model (LLM), a deep-learning algorithm that uses massive amounts of parameters and training data to understand and predict text. This generative artificial intelligence-based model can perform a variety of natural language processing tasks outside of simple text generation, including re...
Large language models (LLMs) are deep learning algorithms that can recognize, summarize, translate, predict, and generate content using very large datasets.
Large Language Models Can Self-Improve. Preprint Jiaxin Huang, Shixiang Shane Gu, Le Hou, Yuexin Wu, Xuezhi Wang, Hongkun Yu, Jiawei Han. [Paper], 2022.10 Retrieval Augmentation for Commonsense Reasoning: A Unified Approach. EMNLP 2022 Wenhao Yu, Chenguang Zhu, Zhihan Zhang, Shuohang Wang, ...
1. Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process 2. LLMs in the Imaginarium: Tool Learning through Simulated Trial and Error 3. Learning From Failure: Integrating Negative Examples when Fine-tuning Large Language Models as Agents ...
Learn about LLMs and how businesses can use them to increase efficiency, surface greater insights, and improve their competitive advantage.What Are Large Language Models? Large Language Models vs. Generative AI Why Are Language Models Important? Benefits of Large Language Models Challenges of ...
Security risks.LLMs can be used to improve phishing attacks on employees. What are the different types of large language models? There is an evolving set of terms to describe the different types of large language models. Among the common types are the following: ...
Gemmais a family of open-source language models from Google that were trained on the same resources as Gemini. Gemma 2 was released in June 2024 in two sizes -- a 9 billion parameter model and a 27 billion parameter model. Gemma models can berun locallyon a personal computer, and are ...
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