Datasets › TriBERT

TriBERT

Introduced by Zijie Zeng et al. in Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in Education23 Jul 2023 archive 2025-07-28

TriBERT dataset consists of 12,049 training, 2,527 validation and 2,560 test Human-Machine collaborative texts. Each text contains both human-written and LLM-generated parts, which can appear in different orders (human → AI, AI → human). Therefore, each sample has between 1 and 3 boundaries, indicating the sentences where authorship changes. The texts were created using humanwritten essays with LLM-generated sections added using ChatGPT.

Benchmarks archive 2025-07-28

All 1 leaderboard whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.

First row (archive order)PaperCode
Boundary Detection TriBERT (in-domain) GigaCheck (DN-DAB-DETR) F1@3 0.646 GigaCheck: Detecting LLM-generated Content — 2 Compare

Papers archive 2025-07-28

2 shown of 2 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 3. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.

DateSamples run Syntology
GigaCheck: Detecting LLM-generated Content 0 1 31 Oct 2024 not harvested
Towards Automatic Boundary Detection for Human-AI Collaborative Hybrid Essay in Education 2 1 23 Jul 2023 ran 1 of 2 samples (1 unverified; 2 pointer-only for licence)

Dataset loaders archive 2025-07-28

No loader listed in the archive.

Tasks archive 2025-07-28

License archive 2025-07-28

MIT

Modalities archive 2025-07-28

Languages archive 2025-07-28

Variants archive 2025-07-28

  • TriBERT
  • TriBERT (in-domain)

2 variant names, as the archive lists them.

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