TREC 2020 Podcasts Track Overview
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Abstract (arXiv)
The Podcast Track is new at the Text Retrieval Conference (TREC) in 2020. The podcast track was designed to encourage research into podcasts in the information retrieval and NLP research communities. The track consisted of two shared tasks: segment retrieval and summarization, both based on a dataset of over 100,000 podcast episodes (metadata, audio, and automatic transcripts) which was released concurrently with the track. The track generated considerable interest, attracted hundreds of new registrations to TREC and fifteen teams, mostly disjoint between search and summarization, made final submissions for assessment. Deep learning was the dominant experimental approach for both search experiments and summarization. This paper gives an overview of the tasks and the results of the participants' experiments. The track will return to TREC 2021 with the same two tasks, incorporating slight modifications in response to participant feedback.
Key facts. Cited by 13 papers in the map (data through 14 Oct 2026). Builds on 4 of its 34 references that are in the map. First posted on arXiv 29 Mar 2021.
Builds on
4 of 34 references.
References · 4
- 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
- 2019BART: Denoising Sequence-to-Sequence Pre-training for Natural Language Generation, Translation, and Comprehensioncited by 5,893
- 2019Passage Re-ranking with BERTcited by 645
- 2021Detecting Extraneous Content in Podcastscited by 7
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Citing papers per year: 2021: 2; 2022: 6; 2023: 2; 2024: 0; 2025: 3.
13 papers.
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- 2023MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in Summarizationcited by 30
- 2021Long-Span Summarization via Local Attention and Content Selectioncited by 24
- 2022Introducing Neural Bag of Whole-Words with ColBERTer: Contextualized Late Interactions using Enhanced Reductioncited by 21
- 2022Towards Abstractive Grounded Summarization of Podcast Transcriptscited by 8
- 2022Cem Mil Podcasts: A Spoken Portuguese Document Corpus For Multi-modal, Multi-lingual and Multi-Dialect Information Access Researchcited by 6
- 2023Improving Content Retrievability in Search with Controllable Query Generationcited by 6
- 2025Summarizing Speech: A Comprehensive Surveycited by 5
- 2022Podcast Summary Assessment: A Resource for Evaluating Summary Assessment Methodscited by 4
- 2021Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systemscited by 3
- 2022Towards Proactive Information Retrieval in Noisy Text with Wikipedia Conceptscited by 1
- 2022Unsupervised Speaker Diarization that is Agnostic to Language, Overlap-Aware, and Tuning Freecited by 0
- 2025Rhapsody: A Dataset for Highlight Detection in Podcastscited by 0
1 more
- 2025Listening Between the Lines: Decoding Podcast Narratives with Language Modeling7 Nov 2025
- 2025Rhapsody: A Dataset for Highlight Detection in Podcasts26 May 2025
- 2025Summarizing Speech: A Comprehensive Survey10 Apr 2025
- 2023Improving Content Retrievability in Search with Controllable Query Generation21 Mar 2023
- 2023MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in Summarization28 Jan 2023
- 2022Towards Proactive Information Retrieval in Noisy Text with Wikipedia Concepts18 Oct 2022
- 2022Cem Mil Podcasts: A Spoken Portuguese Document Corpus For Multi-modal, Multi-lingual and Multi-Dialect Information Access Research23 Sep 2022
- 2022Podcast Summary Assessment: A Resource for Evaluating Summary Assessment Methods28 Aug 2022
- 2022Unsupervised Speaker Diarization that is Agnostic to Language, Overlap-Aware, and Tuning Free25 Jul 2022
- 2022Introducing Neural Bag of Whole-Words with ColBERTer: Contextualized Late Interactions using Enhanced Reduction24 Mar 2022
- 2022Towards Abstractive Grounded Summarization of Podcast Transcripts22 Mar 2022
- 2021Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems8 Sep 2021
1 more
- 2023MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in Summarizationcited by 30
- 2021Long-Span Summarization via Local Attention and Content Selectioncited by 24
- 2022Introducing Neural Bag of Whole-Words with ColBERTer: Contextualized Late Interactions using Enhanced Reductioncited by 21
- 2022Towards Abstractive Grounded Summarization of Podcast Transcriptscited by 8
- 2022Cem Mil Podcasts: A Spoken Portuguese Document Corpus For Multi-modal, Multi-lingual and Multi-Dialect Information Access Researchcited by 6
- 2023Improving Content Retrievability in Search with Controllable Query Generationcited by 6
- 2025Summarizing Speech: A Comprehensive Surveycited by 5
- 2022Podcast Summary Assessment: A Resource for Evaluating Summary Assessment Methodscited by 4
- 2021Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systemscited by 3
- 2022Towards Proactive Information Retrieval in Noisy Text with Wikipedia Conceptscited by 1
- 2022Unsupervised Speaker Diarization that is Agnostic to Language, Overlap-Aware, and Tuning Freecited by 0
- 2025Rhapsody: A Dataset for Highlight Detection in Podcastscited by 0
12 most cited of 13 All 13 (JSON)
- 2025Listening Between the Lines: Decoding Podcast Narratives with Language Modeling7 Nov 2025
- 2025Rhapsody: A Dataset for Highlight Detection in Podcasts26 May 2025
- 2025Summarizing Speech: A Comprehensive Survey10 Apr 2025
- 2023Improving Content Retrievability in Search with Controllable Query Generation21 Mar 2023
- 2023MQAG: Multiple-choice Question Answering and Generation for Assessing Information Consistency in Summarization28 Jan 2023
- 2022Towards Proactive Information Retrieval in Noisy Text with Wikipedia Concepts18 Oct 2022
- 2022Cem Mil Podcasts: A Spoken Portuguese Document Corpus For Multi-modal, Multi-lingual and Multi-Dialect Information Access Research23 Sep 2022
- 2022Podcast Summary Assessment: A Resource for Evaluating Summary Assessment Methods28 Aug 2022
- 2022Unsupervised Speaker Diarization that is Agnostic to Language, Overlap-Aware, and Tuning Free25 Jul 2022
- 2022Introducing Neural Bag of Whole-Words with ColBERTer: Contextualized Late Interactions using Enhanced Reduction24 Mar 2022
- 2022Towards Abstractive Grounded Summarization of Podcast Transcripts22 Mar 2022
- 2021Sparsity and Sentence Structure in Encoder-Decoder Attention of Summarization Systems8 Sep 2021
12 newest of 13 All 13 (JSON)