Grading the Unannotated: Insights from the WorkRB Skill Extraction Challenge at RecSys-HR 2026

Skill extraction benchmarks score models against a few human-annotated positives and treat every other skill in the vocabulary as equally wrong. At the scale of ESCO (13,939 skills) this binary view can reward models that rank the annotated positive high for the wrong reason, and hides semantically nonsensical predictions. The WorkRB Challenge at RecSys-HR 2026 replaces it with graded relevance:…

arxiv.org ·14h ago

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

Read the original at arxiv.org →

More in AI

Meta Is Refusing to Remove AI-Generated Videos of Coaches Inappropriately Touching Young Athletes When Users Report Them

"This content is normalizing behaviors that safeguarding efforts have spent decades trying to challenge." The post Meta Is Refusing to Remove AI-Generated Videos of Coaches Inappropriately Touching…

14h ago ·futurism.com

'There was some really fair criticism': Arc Raiders' devs understand why players were so upset about its AI use but admit that it was 'too impractical to record' every voice line

Embark has since re-recorded lines to inject more real human voices to the game.

14h ago ·pcgamer.com

Enterprises Brush Off Wall Street Jitters and Double Down on AI Deployment

Market jitters around artificial intelligence will not slow enterprise demand for the technology, although it may lead corporations to sharpen their focus on outcomes, The Wall Street Journal reported…

14h ago ·pymnts.com

Building a Production SEO Agent Stack with Claude Code: claude-seo Architecture Deep Dive

Context: Why Another SEO Tool When We Have Screaming Frog? When evaluating AgriciDaniel/claude-seo for integration into our content automation pipeline, the first question was obvious: why not just…

claude-seo architecture offers 26 sub-skills and 19 agents for SEO tasks
Claude's LLM context awareness enables agentic browsing protocol reasoning
Structured sub-skill delegation reduces token waste and improves output quality

14h ago ·dev.to

Prediction: Anthropic Will Be Worth More Than Bitcoin by the End of the Year. On Polymarket, the Current Odds Are 79%.

Anthropic's IPO filing has forced crypto investors to rethink their valuation of Bitcoin.

14h ago ·fool.com

In an AI ‘robogym,’ machines train to be more like humans

Robotics could help Europe transform its ailing manufacturing sector and take on Chinese competition.

14h ago ·theage.com.au