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README.md

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 # BA-Agent-Bench (Subset)
 
-**8-feature stratified sample** from Centific's BA-Agent benchmark for evaluating LLM and multi-agent systems on Business Analyst (BA) workflows.
+**BA Agent Bench** — purpose-built benchmark for evaluating **LLMs and multi-agent systems on enterprise requirements generation capability**. Measures whether a model or agent can take real production work-item specs and produce BA-grade user stories with acceptance criteria, matching the decomposition and rigor of certified Business Analysts.
 
-The full benchmark, leaderboard, and evaluation harness are part of **[Agentic-RL — BA-Agent](https://www.centific.com/benchmark/agentic-rl/1#start)**, Centific's enterprise BA-agent evaluation suite covering feature extraction, interview Q&A, user story generation, acceptance-criteria authoring, and PRD synthesis across production-grade work items.
+The full benchmark evaluates 8 systems (7 frontier LLMs + Centific BA Toolkit pipeline) on 7 enterprise features against 119 ground-truth user stories authored by certified Business Analysts. Composite score across **Alignment (35%) · Coherence (24%) · Completeness (18%) · Compliance (10%) · Testability (9%) · Spec Quality (4%)**.
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+This dataset card is an **8-feature stratified subset** of the benchmark — sampled for public release so practitioners can inspect inputs and gold standard.
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+Full benchmark, leaderboard, and harness → **[centific.com/benchmark/agentic-rl/1#start](https://www.centific.com/benchmark/agentic-rl/1#start)**.
 
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