SIGNALAI·May 25, 2026, 4:00 AMSignal60Medium term

AraHopeCorpus: Annotation Guidelines and Dataset for Hope Speech in Arabic Social Media Crisis Discourse

Source: arXiv cs.CL

Share
AraHopeCorpus: Annotation Guidelines and Dataset for Hope Speech in Arabic Social Media Crisis Discourse

arXiv:2605.23325v1 Announce Type: new Abstract: Social media has become a crucial arena for shaping public narratives during armed conflicts, providing space for both harmful and constructive communication. While hate speech and misinformation have been widely studied, expressions that promote resilience, solidarity, and optimism remain underexplored, particularly in Arabic contexts. This paper introduces AraHopeCorpus, the first annotated dataset of Arabic hope speech collected from ten thousand YouTube comments related to the war on Gaza between 2023 and 2024. Using a detailed annotation fra

Why this matters
Why now

The proliferation of social media in conflict zones necessitates tools for understanding and managing online discourse, especially as AI capabilities for language analysis advance.

Why it’s important

This development allows for nuanced AI analysis of social media during crises, moving beyond just identifying harm to understanding and potentially fostering constructive communication, which is crucial for stability operations and information warfare.

What changes

The availability of a dedicated Arabic hope speech dataset enables the development of AI models that can identify and leverage positive sentiment in conflict discourse, shifting from solely defensive to more proactive information strategies.

Winners
  • · AI ethicists and researchers
  • · Social media platforms relying on content moderation
  • · Humanitarian organizations
  • · Governments focused on information stability
Losers
  • · Propaganda actors operating unchecked
Second-order effects
Direct

Improved AI systems for analyzing and synthesizing positive social media narratives in Arabic conflict zones.

Second

Increased ability for states and non-state actors to counter negative narratives by amplifying hope speech, leading to more sophisticated information warfare tactics.

Third

The potential for AI to be used to intentionally generate or manipulate 'hope speech', raising new ethical concerns about authenticity and influence.

Editorial confidence: 90 / 100 · Structural impact: 40 / 100
Original report

This signal links to a primary source. Continuum Brief monitors and indexes it as part of the live intelligence stream — we do not republish source content.

Read at arXiv cs.CL
Tracked by The Continuum Brief · live intelligence network
Share
The Brief · Weekly Dispatch

Stay ahead of the systems reshaping markets.

By subscribing, you agree to receive updates from THE CONTINUUM BRIEF. You can unsubscribe at any time.