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Louise A. Dennis

3 accepted papers

2025

Faithful and Robust LLM-Driven Theorem Proving for NLI Explanations

ACL 2025long

Natural language explanations play a fundamental role in Natural Language Inference (NLI) by revealing how premises logically entail hypotheses. Recent work has shown that the interaction of large language models (LLMs) with theorem provers (TPs) can help verify and improve the validity of NLI expla…

Cited by 0SourcePDFScholar
2024

Verification and Refinement of Natural Language Explanations through LLM-Symbolic Theorem Proving

EMNLP 2024main

Natural language explanations represent a proxy for evaluating explanation-based and multi-step Natural Language Inference (NLI) models. However, assessing the validity of explanations for NLI is challenging as it typically involves the crowd-sourcing of apposite datasets, a process that is time-con…

2021

Verifiable Machine Ethics in Changing Contexts

AAAI 2021technical

Many systems proposed for the implementation of ethical reasoning involve an encoding of user values as a set of rules or a model. We consider the question of how changes of context affect these encodings. We propose the use of a reasoning cycle, in which information about the ethical reasoner's co…

Cited by 22SourcePDFScholar