Dec 19, 2022 · In this paper, we show that factual inconsistency can be caused by irrelevant parts of the input text, which act as confounders. To that end, we ...
This paper gives a principled characterization of data distributions where such confounding can be large thereby necessitating the use of human annotated ...
We show that the proposed method leads to more faithful and salient abstractive summarization in supervised fine-tuning and zero-shot settings according to our ...
Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences ... Lack of factual correctness is an issue that ...
In this paper, we show that factual inconsistency can be caused by irrelevant parts of the input text, which act as confounders. To that end, we leverage ...
Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences ... Lack of factual correctness is an issue that ...
Improving faithfulness of abstractive summarization by controlling confounding effect of irrelevant sentences. A Ghoshal, A Einolghozati, A Arun, H Li, L Yu ...
We show that the proposed method leads to more faithful and salient abstractive summarization in supervised fine-tuning and zero-shot settings according to our ...
Missing: Confounding Effect Irrelevant Sentences.
Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences · Asish GhoshalArash Einolghozati +5 authors
Jan 23, 2024 · Improving Faithfulness of Abstractive Summarization by Controlling Confounding Effect of Irrelevant Sentences Asish Ghoshal, Arash ...