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Rl4f: Generating natural language feedback with reinforcement learning for repairing model outputs
Despite their unprecedented success, even the largest language models make mistakes.
Similar to how humans learn and improve using feedback, previous work proposed …
Similar to how humans learn and improve using feedback, previous work proposed …
Interactive natural language processing
Interactive Natural Language Processing (iNLP) has emerged as a novel paradigm within
the field of NLP, aimed at addressing limitations in existing frameworks while aligning with …
the field of NLP, aimed at addressing limitations in existing frameworks while aligning with …
Chain-of-experts: When llms meet complex operations research problems
Large language models (LLMs) have emerged as powerful techniques for various NLP
tasks, such as mathematical reasoning and plan generation. In this paper, we study …
tasks, such as mathematical reasoning and plan generation. In this paper, we study …
On improving summarization factual consistency from natural language feedback
Despite the recent progress in language generation models, their outputs may not always
meet user expectations. In this work, we study whether informational feedback in natural …
meet user expectations. In this work, we study whether informational feedback in natural …
Edit5: Semi-autoregressive text-editing with t5 warm-start
We present EdiT5-a novel semi-autoregressive text-editing model designed to combine the
strengths of non-autoregressive text-editing and autoregressive decoding. EdiT5 is faster …
strengths of non-autoregressive text-editing and autoregressive decoding. EdiT5 is faster …
On evaluating and mitigating gender biases in multilingual settings
While understanding and removing gender biases in language models has been a long-
standing problem in Natural Language Processing, prior research work has primarily been …
standing problem in Natural Language Processing, prior research work has primarily been …
Search-oriented conversational query editing
Conversational query rewriting (CQR) realizes conversational search by reformulating the
search dialogue into a standalone rewrite. However, existing CQR models either are not …
search dialogue into a standalone rewrite. However, existing CQR models either are not …
SWiPE: A dataset for document-level simplification of Wikipedia pages
Text simplification research has mostly focused on sentence-level simplification, even
though many desirable edits-such as adding relevant background information or reordering …
though many desirable edits-such as adding relevant background information or reordering …
Where's the Point? Self-Supervised Multilingual Punctuation-Agnostic Sentence Segmentation
Many NLP pipelines split text into sentences as one of the crucial preprocessing steps. Prior
sentence segmentation tools either rely on punctuation or require a considerable amount of …
sentence segmentation tools either rely on punctuation or require a considerable amount of …
Cobias: Contextual reliability in bias assessment
Large Language Models (LLMs) often inherit biases from the web data they are trained on,
which contains stereotypes and prejudices. Current methods for evaluating and mitigating …
which contains stereotypes and prejudices. Current methods for evaluating and mitigating …