Compact inline markers cut grounding output tokens 9-14% vs HTML-style rivals
IgorCarron · x · 2026-10-09
LightOn uses compact inline markers instead of HTML for region labels and coordinates to save output tokens. On the same 512 pages, grounded outputs use 9-14% fewer tokens than Chandra 2 and Infinity Parser Pro 2.
More from Models
- Try LightOnOCR-3 on your hardest document: early user demos circulate — IgorCarron · 2026-10-09
- When OpenAI and Claude refuse to reverse-engineer Sonos, this dev turns to Kimi — doodlestein · 2026-10-09
- Leak: GPT-6.1 Sol 'Ultrafast' Rolls Out at $12/M Input, 8x Standard Speed — testingcatalog · 2026-10-09
- More tokens, worse scores: Claude models emit up to 562k tokens yet score only 2.8-6.4% — ArtificialAnlys · 2026-10-09
- Legal benchmark Pareto frontier: GPT-6 Luna at $0.22/task vs Claude at $18-22/task — ArtificialAnlys · 2026-10-09
- With hallucination gating, Grok 4.7 tops legal agent benchmark at 9.4% all-pass — ArtificialAnlys · 2026-10-09