LightOn-rerank blog · model collection
0.8B + 2B + 4B · text + page images · pointwise reranking
MULTIMODAL RERANKING PLAYGROUND
Rerank text and document pages
Rank mixed text and page-image candidates with a pointwise relevance signal.
Model size
2B default · 0.8B faster · 4B maximum capacity
Candidates
Separate text candidates with a blank line, add page images, or mix both formats.
Ranking
Positive scores favor Yes; negative scores favor No.
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Your ranking will appear here.
Scores compare the model's
Scores compare the model's
Yes and No logits for each candidate.Built by LightOn · Read the blog · Explore the model collection · Scores are candidate-level relevance signals, not calibrated cross-query probabilities.