Commit Graph

13 Commits

Author SHA1 Message Date
Yingfeng
f1641228e2 Refine agentic search & orchestration loop (#18057)
## Summary

This PR improves the RAGFlow agentic-search path in three areas: it
stops the outer agent from re-looping over the same rag call, lets the
medium thinking mode discover and follow new sub-claims mid-loop, and
strengthens retrieval by having the LLM emit synonym-rich queries with
time/date/number terms boosted.

1. Avoid the outer re-loop — keep all multi-hop cycles inside agentic
RAG

2. Dynamic claims in medium mode — keep querying newly discovered
sub-questions
medium now enables allows_dynamic_claims. During orchestration, when
claim analysis discovers a new required sub-question
(discovered_claims), the loop spawns it as a new ClaimTarget and
continues searching it in subsequent cycles (bounded by the
dynamic-claim budget) instead of stopping. Also added:

3. Stronger query strategy — synonym-rich queries + time/date/number
weighting

LLM-generated synonyms: the claim-analysis prompt now instructs the
model to write each next_queries entry as a retrieval-boosted query that
actively folds in entity aliases, DATE/TIME synonyms (e.g. 1994 → 1994,
66th Academy Awards), and number/unit variants (e.g. 1.95 m → 6 ft 5
in).

Time/date/number boosting: query.py boosts numeric/date tokens to a high
weight (_NUM_DATE_TOKEN_RE).
2026-08-11 13:40:11 +08:00
Yingfeng
b5bffa0fa3 Refine sufficient check using LLM draft (#18028) 2026-08-10 11:44:47 +08:00
Yingfeng
4cc2dbc067 More stable sufficient check for agentic search (#17962) 2026-08-07 22:10:22 +08:00
Wang Qi
ba7d65a4ec Fix medium thinking chat failed in thinking (#18008) 2026-08-07 21:39:24 +08:00
Wang Qi
993b41b7b1 Append attachments content to last message (#17993) 2026-08-07 16:04:19 +08:00
Kevin Hu
a25ff22aca Refactor: check the evidences while formalize answer. (#17951)
### Summary

Check the evidences while formalize answer.
2026-08-07 14:51:54 +08:00
Yingfeng
1b8151a1f6 Refine agentic search (#17900) 2026-08-06 19:42:05 +08:00
Wang Qi
e35956bcc4 Fix attachments not take effect in agentic chat (#17895) 2026-08-06 11:12:22 +08:00
Kevin Hu
510e1197c6 Fix: graph explore bug. (#17829)
### Summary

Fix: graph explore bug.
2026-08-05 14:00:45 +08:00
Kevin Hu
3f8a3dfcff Feat: Compilation benefit naive rag. (#17555)
### Summary

Compilation benifit naive rag

---------

Co-authored-by: Yingfeng Zhang <yingfeng.zhang@gmail.com>
2026-07-30 18:39:01 +08:00
Kevin Hu
3da2425158 Feat: Add dataset_navigate to agentic searhc (#17052)
### Summary

Add dataset_navigate tool to agentic search

---------

Co-authored-by: Yingfeng Zhang <yingfeng.zhang@gmail.com>
2026-07-20 09:59:33 +08:00
Kevin Hu
d5d04ad639 Feat: compilation result navigation in agentic search (#17002)
### Summary

Compilation result navigation in agentic search.
2026-07-16 20:19:32 +08:00
Kevin Hu
454dea686e Feat: agentic search framework (#16859)
### Summary

Agentic search

<img width="1149" height="1575" alt="image"
src="https://github.com/user-attachments/assets/bce9a3e7-0517-4fb2-80a2-5d2a81a4da78"
/>

---------

Co-authored-by: Yingfeng Zhang <yingfeng.zhang@gmail.com>
2026-07-15 23:46:23 +08:00