[PDF][PDF] Evaluating sentence compression: Pitfalls and suggested remedies

C Napoles, B Van Durme… - Proceedings of the …, 2011‏ - aclanthology.org
This work surveys existing evaluation methodologies for the task of sentence compression,
identifies their shortcomings, and proposes alternatives. In particular, we examine the …

Keyphrase extraction for n-best reranking in multi-sentence compression

F Boudin, E Morin - North American Chapter of the Association for …, 2013‏ - hal.science
Multi-Sentence Compression (MSC) is the task of generating a short single sentence
summary from a cluster of related sentences. This paper presents an N-best reranking …

A dataset and evaluation metrics for abstractive compression of sentences and short paragraphs

K Toutanova, C Brockett, KM Tran, S Amershi - EMNLP, 2016‏ - microsoft.com
We introduce a manually-created, multireference dataset for abstractive sentence and short
paragraph compression. First, we examine the impact of single-and multi-sentence level …

[PDF][PDF] Heads: Headline generation as sequence prediction using an abstract feature-rich space

CA Colmenares, M Litvak, A Mantrach… - Proceedings of the …, 2015‏ - aclanthology.org
Automatic headline generation is a sub-task of document summarization with many reported
applications. In this study we present a sequence-prediction technique for learning how …

From lengthy to lucid: a systematic literature review on NLP techniques for taming long sentences

T Passali, E Chatzikyriakidis, S Andreadis… - arxiv preprint arxiv …, 2023‏ - arxiv.org
Long sentences have been a persistent issue in written communication for many years since
they make it challenging for readers to grasp the main points or follow the initial intention of …

No time like the present: Methods for generating colourful and factual multilingual news headlines

K Alnajjar, L Leppänen… - International Conference …, 2019‏ - researchportal.helsinki.fi
News headlines are the main method for briefly providing a summary of the news article and
attracting an audience. In this paper, we experiment with different existing methods for …

[PDF][PDF] Sentence compression with joint structural inference

K Thadani, K McKeown - Proceedings of the seventeenth …, 2013‏ - aclanthology.org
Sentence compression techniques often assemble output sentences using fragments of
lexical sequences such as ngrams or units of syntactic structure such as edges from a …

Extending multi-text sentence fusion resources via pyramid annotations

DB Weiss, P Roit, O Ernst, I Dagan - arxiv preprint arxiv:2110.04517, 2021‏ - arxiv.org
NLP models that compare or consolidate information across multiple documents often
struggle when challenged with recognizing substantial information redundancies across the …

Parse Trees Guided LLM Prompt Compression

W Mao, C Hou, T Zhang, X Lin, K Tang, H Lv - arxiv preprint arxiv …, 2024‏ - arxiv.org
Offering rich contexts to Large Language Models (LLMs) has shown to boost the
performance in various tasks, but the resulting longer prompt would increase the …

[PDF][PDF] Approximation strategies for multi-structure sentence compression

K Thadani - Proceedings of the 52nd Annual Meeting of the …, 2014‏ - aclanthology.org
Sentence compression has been shown to benefit from joint inference involving both n-gram
and dependency-factored objectives but this typically requires expensive integer …