mlsanityData to 7 Oct 2026

ReflectSumm: A Benchmark for Course Reflection Summarization

arXiv 2403.19012 ↗First posted 27 Mar 2024cs.CL cs.AIcited by 1

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Abstract (arXiv)

This paper introduces ReflectSumm, a novel summarization dataset specifically designed for summarizing students' reflective writing. The goal of ReflectSumm is to facilitate developing and evaluating novel summarization techniques tailored to real-world scenarios with little training data, %practical tasks with potential implications in the opinion summarization domain in general and the educational domain in particular. The dataset encompasses a diverse range of summarization tasks and includes comprehensive metadata, enabling the exploration of various research questions and supporting different applications. To showcase its utility, we conducted extensive evaluations using multiple state-of-the-art baselines. The results provide benchmarks for facilitating further research in this area.

Key facts. Cited by 1 paper in the map (data through 7 Oct 2026). Builds on 36 of its 63 references that are in the map. First posted on arXiv 27 Mar 2024.

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36 of 63 references.

References · 36

  1. 2020Language Models are Few-Shot Learnerscited by 32,199
  2. 2019Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformercited by 14,491
  3. 2023LLaMA: Open and Efficient Foundation Language Modelscited by 13,958
  4. 2019BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehensioncited by 5,874
  5. 2019BERTScore: Evaluating Text Generation with BERTcited by 5,462
  6. 2022PaLM: Scaling Language Modeling with Pathwayscited by 5,304
  7. 2019DistilBERT, a distilled version of BERT: smaller, faster, cheaper and lightercited by 4,243
  8. 2017A Broad-Coverage Challenge Corpus for Sentence Understanding through Inferencecited by 2,665
  9. 2021Multitask Prompted Training Enables Zero-Shot Task Generalizationcited by 1,462
  10. 2018Don't Give Me the Details, Just the Summary! Topic-Aware Convolutional Neural Networks for Extreme Summarizationcited by 1,308
  11. 2017Get To The Point: Summarization with Pointer-Generator Networkscited by 1,281
  12. 2019PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarizationcited by 1,100
24 more
  1. 2015Teaching Machines to Read and Comprehendcited by 1,039
  2. 2023A Multitask, Multilingual, Multimodal Evaluation of ChatGPT on Reasoning, Hallucination, and Interactivitycited by 888
  3. 2019Text Summarization with Pretrained Encoderscited by 553
  4. 2019SAMSum Corpus: A Human-annotated Dialogue Dataset for Abstractive Summarizationcited by 530
  5. 2023Is ChatGPT a General-Purpose Natural Language Processing Task Solver?cited by 486
  6. 2018A Discourse-Aware Attention Model for Abstractive Summarization of Long Documentscited by 477
  7. 2023Benchmarking Large Language Models for News Summarizationcited by 444
  8. 2021SummaC: Re-Visiting NLI-based Models for Inconsistency Detection in Summarizationcited by 402
  9. 2022News Summarization and Evaluation in the Era of GPT-3cited by 324
  10. 2021QAFactEval: Improved QA-Based Factual Consistency Evaluation for Summarizationcited by 233
  11. 2021Get Your Vitamin C! Robust Fact Verification with Contrastive Evidencecited by 222
  12. 2020Extractive Summarization as Text Matchingcited by 189
  13. 2021MS2: Multi-Document Summarization of Medical Studiescited by 80
  14. 2020Extractive Opinion Summarization in Quantized Transformer Spacescited by 76
  15. 2018Summarizing Opinions: Aspect Extraction Meets Sentiment Prediction and They Are Both Weakly Supervisedcited by 75
  16. 2022Prompted Opinion Summarization with GPT-3.5cited by 44
  17. 2022ArgLegalSumm: Improving Abstractive Summarization of Legal Documents with Argument Miningcited by 25
  18. 2022OASum: Large-Scale Open Domain Aspect-based Summarizationcited by 24
  19. 2022Efficient Few-Shot Fine-Tuning for Opinion Summarizationcited by 16
  20. 2021A Bag of Tricks for Dialogue Summarizationcited by 13
  21. 2020Abstractive Summarization for Low Resource Data using Domain Transfer and Data Synthesiscited by 8
  22. 2021Exploring Multitask Learning for Low-Resource AbstractiveSummarizationcited by 5
  23. 2018Automatic Summarization of Student Course Feedbackcited by 4
  24. 2021Mitigating Data Scarceness through Data Synthesis, Augmentation and Curriculum for Abstractive Summarizationcited by 4

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Citing papers per year: 2026: 1.

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  1. 2026TR-EduVSum: A Turkish-Focused Dataset and Consensus Framework for Educational Video Summarizationcited by 0