mlsanityData to 7 Oct 2026

Improving sentence compression by learning to predict gaze

arXiv 1604.03357 ↗First posted 12 Apr 2016cs.CLcited by 24

Not on the map. Why?

Abstract (arXiv)

We show how eye-tracking corpora can be used to improve sentence compression models, presenting a novel multi-task learning algorithm based on multi-layer LSTMs. We obtain performance competitive with or better than state-of-the-art approaches.

Key facts. Cited by 24 papers in the map (data through 7 Oct 2026). First posted on arXiv 12 Apr 2016.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 4; 2022: 2; 2023: 8; 2024: 6; 2025: 2; 2026: 2.

24 papers.

Sort:

By area:

  1. 2021Multilingual Language Models Predict Human Reading Behaviorcited by 29
  2. 2022Do Transformer Models Show Similar Attention Patterns to Task-Specific Human Gaze?cited by 20
  3. 2023Eyettention: An Attention-based Dual-Sequence Model for Predicting Human Scanpaths during Readingcited by 18
  4. 2023Synthesizing Human Gaze Feedback for Improved NLP Performancecited by 16
  5. 2024Do Machines and Humans Focus on Similar Code? Exploring Explainability of Large Language Models in Code Summarizationcited by 16
  6. 2021A Survey on Using Gaze Behaviour for Natural Language Processingcited by 11
  7. 2024Seeing Eye to AI: Human Alignment via Gaze-Based Response Rewards for Large Language Modelscited by 11
  8. 2023Large Content And Behavior Models To Understand, Simulate, And Optimize Content And Behaviorcited by 9
  9. 2024EyeTrans: Merging Human and Machine Attention for Neural Code Summarizationcited by 9
  10. 2023Pre-Trained Language Models Augmented with Synthetic Scanpaths for Natural Language Understandingcited by 8
  11. 2022Revision for Concision: A Constrained Paraphrase Generation Taskcited by 4
  12. 2024InstructCMP: Length Control in Sentence Compression through Instruction-based Large Language Modelscited by 4
12 more
  1. 2021Cognition-aware Cognate Detectioncited by 3
  2. 2023Longer Fixations, More Computation: Gaze-Guided Recurrent Neural Networkscited by 3
  3. 2021With Measured Words: Simple Sentence Selection for Black-Box Optimization of Sentence Compression Algorithmscited by 2
  4. 2025Gaze Beyond the Frame: Forecasting Egocentric 3D Visual Spancited by 2
  5. 2023Language Cognition and Language Computation -- Human and Machine Language Understandingcited by 1
  6. 2024Describing Images textitFast and Slow: Quantifying and Predicting the Variation in Human Signals during Visuo-Linguistic Processescited by 1
  7. 2023Revising with a Backward Glance: Regressions and Skips during Reading as Cognitive Signals for Revision Policies in Incremental Processingcited by 0
  8. 2023From Lengthy to Lucid: A Systematic Literature Review on NLP Techniques for Taming Long Sentencescited by 0
  9. 2024Evaluating Webcam-based Gaze Data as an Alternative for Human Rationale Annotationscited by 0
  10. 2025Decoding Open-Ended Information Seeking Goals from Eye Movements in Readingcited by 0
  11. 2026Eye-Tracking-while-Reading: A Living Survey of Datasets with Open Library Supportcited by 0
  12. 2026Leveraging Human Reading Behavior for Keyphrase Extraction: A Webcam-based Eye-tracking Corpuscited by 0