Financial News Scoring
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About this skill
Problem
Financial news feeds mix rumors, stale stories, clickbait, duplicate reposts, and pure opinions. Reading full text or feeding it directly into a summarizer can mistake weak evidence for confirmed facts. This skill scores a single news item or a merged event cluster to filter noise and set processing priority, not to generate summaries or trading advice.
How It Works and Limits
Input may be plain text, a headline, or structured JSON. It first identifies the subject, source, facts, time, and possible impact targets, then checks whether the item is rumor, duplicate, stale, or weak_evidence before applying the scoring model to five dimension scores and noise penalties.
- Output: JSON by default, including
filter_score,level,decision,status,dimension_scores,noise_penalties,missing_evidence, andfollow_up. - Levels: S/A/B/C/D map to different keep policies, from strong keep or manual review to filtering.
- Limits: Low-confidence rumors must not be presented as confirmed facts; heat alone without new facts, subject, or impact chain should not score high; batch scoring should emit one JSON per item rather than a merged summary.
Use Cases
- Score overnight briefs before standup; keep S/A items, drop duplicates or rumors.
- Triage event clusters as old-news rehashes and output keep, background, or drop decisions.
- Flag weak evidence and list missing facts so rumors are not treated as confirmed.
- Produce per-item JSON outputs in batch pipelines for routing by level.
Best For
- Newsroom desk editor: pick follow-up priority stories from morning briefs and reject rumors.
- Research analyst: rank event clusters by evidence and timeliness without treating rehashed old news as new signal.
- Public-opinion monitoring engineer: flag weak-evidence items and emit follow-up verification fields.
- Information-system developer: route incoming news by S/A/B/C/D level with auditable JSON results.
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