Notes: Only the decomposed questions can be returned. Do not answer to any of them, including the orginal question. Original question: {question} Decomposed questions: """ # 综合问题求解 zero_shot_ltm_template_solution = """Task: Answer the original question based on the context of the ...
代表作:Multimodal Chain-of-Thought Reasoning in Language Models、Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning、Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks、PAL: Program-aided Language Models...
Define Chain of Thought. Chain of Thought synonyms, Chain of Thought pronunciation, Chain of Thought translation, English dictionary definition of Chain of Thought. Noun 1. train of thought - the connections that link the various parts of an event or arg
3. How can you create a sense of urgency or excitement in your content? 4. What value can you add to your followers' lives? 5. What interesting facts or stories can you share about your brand? 6. How can you create a sense of community among your followers? 7. What questions can y...
Trivedi H., Balasubramanian N., Khot T., Sabharwal A. Interleaving retrieval with chain-of-thought reasoning for knowledge-intensive multi-step questions. ACL, 2023. 概 CoT (Chain of Thought) + 检索. IRCoT 对于如上的问题, "In what country was Lost Gravity manufactured?" 单独问 LLM 或者单...
It then uses this initial answer to generate a new set of questions, which it can then use to generate a better answer. This process can be repeated multiple times, with the model building on its understanding of the context and the question. One key advantage of chain-of-thought fine...
Further experiments show that other aspects of the rationales, such as being relevant to the query and correctly ordering the reasoning steps, are much more important for effective CoT reasoning. Overall, these findings both deepen our understanding of CoT prompting, and open up new questions ...
思考(Thought) 在思考阶段,代理使用预先设定的规则、知识库或者利用机器学习模型来分析观察到的信息。这个阶段的目的是确定如何响应观察到的情况。代理可能会评估不同的行动方案,预测它们的结果,并选择最合适的答案或行为。 在LangChain中,这个过程可能涉及以下几个子步骤: ...
Current geomet-ric data generation approaches, which apply preset templates to generate geomet-ric data or use Large Language Models (LLMs) to rephrase questions and answers(Q&A), unavoidably limit data accuracy and diversity. To synthesize higher-quality data, we propose a two-stage Reverse ...
Faithful Chain-of-Thought Reasoning Qing Lyu*, Shreya Havaldar*, Adam Stein*, Li Zhang, Delip Rao, Eric Wong, Marianna Apidianaki, Chris Callison-Burch[pdf], [code] 2023.01 Large Language Models are Versatile Decomposers: Decompose Evidence and Questions for Table-based Reasoning ...