Hope Speech Detection

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

2 leaderboard tables shown for this task, 2 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

2 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

3 subtasks in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

9 shown of 9 papers with code (47 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.

• Hope Speech detection in under-resourced Kannada language
  10 Aug 2021 2 repositories listed
  Numerous methods have been developed to monitor the spread of negativity in modern years by eliminating vulgar, offensive, and fierce comments from social media platforms.
• Beyond Negativity: Re-Analysis and Follow-Up Experiments on Hope Speech Detection
  10 May 2023 1 repository listed
  Health experts assert that hope plays a crucial role in enhancing individuals' physical and mental well-being, facilitating their recovery, and promoting restoration.
• Hope Speech Detection on Social Media Platforms
  14 Nov 2022 1 repository listed
  Since personal computers became widely available in the consumer market, the amount of harmful content on the internet has significantly expanded.
• IDIAP_TIET@LT-EDI-ACL2022 : Hope Speech Detection in Social Media using Contextualized BERT with Attention Mechanism
  1 May 2022 1 repository listed
  With the increase of users on social media platforms, manipulating or provoking masses of people has become a piece of cake.
• IDIAP Submission@LT-EDI-ACL2022 : Hope Speech Detection for Equality, Diversity and Inclusion
  1 May 2022 1 repository listed
  It reflects the belief to achieve an objective, discovers a new path, or become motivated to formulate pathways.
• IIITT@LT-EDI-EACL2021-Hope Speech Detection: There is always Hope in Transformers
  19 Apr 2021 1 repository listed
  In a world filled with serious challenges like climate change, religious and political conflicts, global pandemics, terrorism, and racial discrimination, an internet full of hate speech, abusive and offensive content is…
• TeamUNCC@LT-EDI-EACL2021: Hope Speech Detection using Transfer Learning with Transformers
  19 Apr 2021 1 repository listed
  We describe our approach to fine-tuning RoBERTa for Hope Speech detection in English and our approach to fine-tuning XLM-RoBERTa for Hope Speech detection in Tamil and Malayalam, two low resource Indic languages.
• IIITK@LT-EDI-EACL2021: Hope Speech Detection for Equality, Diversity, and Inclusion in Tamil , Malayalam and English
  19 Apr 2021 1 repository listed
  This paper describes the IIITK’s team submissions to the hope speech detection for equality, diversity and inclusion in Dravidian languages shared task organized by LT-EDI 2021 workshop@EACL 2021.
• NLP-CUET@LT-EDI-EACL2021: Multilingual Code-Mixed Hope Speech Detection using Cross-lingual Representation Learner
  28 Feb 2021 1 repository listed
  We propose three distinct models to identify hope speech in English, Tamil and Malayalam language to serve this purpose.