Papers with YTSeg
From Text Segmentation to Smart Chaptering: A Novel Benchmark for Structuring Video Transcriptions (2024.eacl-long)
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| Challenge: | Existing benchmarks for text segmentation are small in scale, synthesized, or only contain well-structured documents. |
| Approach: | They propose a benchmark YTSeg focusing on spoken content that is unstructured and unstructures . they also introduce an efficient hierarchical segmentation model MiniSeg that outperforms state-of-the-art benchmarks. |
| Outcome: | The proposed model outperforms state-of-the-art models on unstructured spoken content . the proposed model could be used for "smart chaptering" tasks . |
Beyond Transcripts: A Renewed Perspective on Audio Chaptering (2026.acl-long)
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| Challenge: | despite its relevance, research on audio chaptering remains limited and predominantly textbased . authors: audio chapterers can't be used linearly because they skim, scrub timelines, jump to relevant moments . acoustic features and learning representations are not used for audio chapterer evaluation . |
| Approach: | They propose to use audio-only architecture to automatically segment audio into coherent sections . they compare audio-based models with acoustic features and a novel audio-oriented architecture . |
| Outcome: | The proposed audio-only architecture outperforms text-based approaches on acoustic features and LLMs. |