mlsanityData to 7 Oct 2026

Knowledge Enhanced Model for Live Video Comment Generation

arXiv 2304.14657 ↗First posted 28 Apr 2023cs.CV cs.MMcited by 6

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Abstract (arXiv)

Live video commenting is popular on video media platforms, as it can create a chatting atmosphere and provide supplementary information for users while watching videos. Automatically generating live video comments can improve user experience and enable human-like generation for bot chatting. Existing works mostly focus on short video datasets while ignoring other important video types such as long videos like movies. In this work, we collect a new Movie Live Comments (MovieLC) dataset to support research on live video comment generation for long videos. We also propose a knowledge enhanced generation model inspired by the divergent and informative nature of live video comments. Our model adopts a pre-training encoder-decoder framework and incorporates external knowledge. Extensive experiments show that both objective metrics and human evaluation demonstrate the effectiveness of our proposed model. The MovieLC dataset and our code will be released.

Key facts. Cited by 6 papers in the map (data through 7 Oct 2026). Builds on 14 of its 22 references that are in the map. First posted on arXiv 28 Apr 2023.

Builds on

14 of 22 references.

References · 14

  1. 2015Deep Residual Learning for Image Recognitioncited by 51,809
  2. 2019ERNIE: Enhanced Language Representation with Informative Entitiescited by 525
  3. 2019K-BERT: Enabling Language Representation with Knowledge Graphcited by 303
  4. 2020UniVL: A Unified Video and Language Pre-Training Model for Multimodal Understanding and Generationcited by 258
  5. 2020KRISP: Integrating Implicit and Symbolic Knowledge for Open-Domain Knowledge-Based VQAcited by 124
  6. 2020CoLAKE: Contextualized Language and Knowledge Embeddingcited by 86
  7. 2020KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven Conversationcited by 59
  8. 2020VIOLIN: A Large-Scale Dataset for Video-and-Language Inferencecited by 41
  9. 2019Movie Plot Analysis via Turning Point Identificationcited by 33
  10. 2021Think Before You Speak: Explicitly Generating Implicit Commonsense Knowledge for Response Generationcited by 26
  11. 2018LiveBot: Generating Live Video Comments Based on Visual and Textual Contextscited by 14
  12. 2019DCA: Diversified Co-Attention towards Informative Live Video Commentingcited by 8
2 more
  1. 2020Response to LiveBot: Generating Live Video Comments Based on Visual and Textual Contextscited by 3
  2. 2020Multimodal Matching Transformer for Live Commentingcited by 2

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2024: 3; 2025: 1; 2026: 2.

6 papers.