GLiNER2.5 attaches structured judgments to individual spans.
A structured judgment is a span attribute: a label from a group you declare, such as sentiment, scored on the mention it describes. In one extract call, the model:
- Extracts companies, products, people, or other types you name
- Scores that group's labels on each retained span the group applies to
- Returns the judgment on that mention, with the span text and offsets
One article can praise one company and criticize another. Each company span keeps its own sentiment, tied to the text that describes it, so mixed coverage stays specific to the mention.
Watch the full conversation with
@urchadeDS and
@george_onx to learn more: