Zero-shot Sentiment Classification

Benchmarks archive 2025-07-28

1 leaderboard table shown for this task, 1 with rows (a “benchmark” on this site is a table with at least one row, as on /sota), ordered by row count. “Best model” is the first row in the archive's own order at snapshot; nothing is re-ranked here and metric direction is not recorded in the archive. PwC's Trend sparklines are not in the archive, so that column is omitted.

Syntology column: samples harvested from the paper's repositories and executed on synthesized fixtures; “ran” is not a correctness claim and does not order the table. A dash means no Syntology record for that paper, not a recorded non-run. Read from the graph 2026-09-24.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

1 dataset whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Most implemented papers archive 2025-07-28

4 shown of 4 papers with code (6 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• Distilling Fine-grained Sentiment Understanding from Large Language Models
  24 Dec 2024 1 repository listed
  Therefore, this paper investigates the distillation of fine-grained sentiment understanding from LLMs into small language models (SLMs).
• UCAS-IIE-NLP at SemEval-2023 Task 12: Enhancing Generalization of Multilingual BERT for Low-resource Sentiment Analysis
  1 Jun 2023 1 repository listed
  To alleviate these, we propose a generalized multilingual system SACL-XLMR for sentiment analysis on low-resource languages.
• HausaNLP at SemEval-2023 Task 12: Leveraging African Low Resource TweetData for Sentiment Analysis
  26 Apr 2023 1 repository listed
  We present the findings of SemEval-2023 Task 12, a shared task on sentiment analysis for low-resource African languages using Twitter dataset.
• Open Vocabulary Electroencephalography-To-Text Decoding and Zero-shot Sentiment Classification
  5 Dec 2021 1 repository listed
  State-of-the-art brain-to-text systems have achieved great success in decoding language directly from brain signals using neural networks.