Article
How We Built a Semantic Highlight Model To Save Token Cost for RAG
•
33
Gabriele Carboni
software-si
AI & ML interests
timeseries, llm, semantic search, entity recogniction
Recent Activity
reacted
to
zc277584121's
post
with 🔥
about 11 hours ago
We've open-sourced a bilingual Semantic Highlighting model that can power multiple production scenarios:
1) RAG Answer Highlighting — Automatically highlight the exact sentences that answer user queries, improving interpretability and helping users quickly locate relevant information.
2) RAG Noise Filtering — Prune irrelevant context before sending to LLMs, achieving 70-80% token cost reduction while improving answer quality by letting the model focus on what matters.
3) Search System Highlighting — Add semantic highlighting features to recommendation systems, e-commerce search, or any retrieval system where users need to see why a result is relevant.
Try it out: https://huggingface.co/zilliz/semantic-highlight-bilingual-v1
Read our article: https://huggingface.co/blog/zilliz/zilliz-semantic-highlight-model
liked
a model
about 11 hours ago
Mattimax/DATA-AI_Chat_3_0.5B
liked
a model
about 12 hours ago
zilliz/semantic-highlight-bilingual-v1
Organizations
upvoted
an
article
about 12 hours ago
upvoted
an
article
about 1 month ago
Article
Introducing txtai, the all-in-one AI framework
•
3
upvoted
2
articles
about 2 months ago
Article
Continuous batching from first principles
- +1
•
302
Article
Finally, a Replacement for BERT: Introducing ModernBERT
- +13
•
719