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Daniel Deutch

2 accepted papers

2023

Answering Questions by Meta-Reasoning over Multiple Chains of Thought

EMNLP 2023long main

Modern systems for multi-hop question answering (QA) typically break questions into a sequence of reasoning steps, termed chain-of-thought (CoT), before arriving at a final answer. Often, multiple chains are sampled and aggregated through a voting mechanism over the final answers, but the intermedia…

Cited by 0SourcecodeScholar
2022

Weakly Supervised Text-to-SQL Parsing through Question Decomposition

NAACL 2022findings

Text-to-SQL parsers are crucial in enabling non-experts to effortlessly query relational data. Training such parsers, by contrast, generally requires expertise in annotating natural language (NL) utterances with corresponding SQL queries. In this work, we propose a weak supervision approach for trai…