Is there the ReAct in the Intent-Aware Retrieval Planning module?

[Haodong-Lei-Ray]

SimpleMem/core/hybrid_retriever.py

Lines 75 to 127 in 94ef7d7

	def _retrieve_with_planning(self, query: str, enable_reflection: Optional[bool] = None) -> List[MemoryEntry]:
	"""
	Execute retrieval with intelligent planning process
	Args:
	- query: Search query
	- enable_reflection: Override reflection setting for this query
	"""
	print(f"\n[Planning] Analyzing information requirements for: {query}")
	# Step 1: Intelligent analysis of what information is needed
	information_plan = self._analyze_information_requirements(query)
	print(f"[Planning] Identified {len(information_plan['required_info'])} information requirements")
	# Step 2: Generate minimal necessary queries based on the plan
	search_queries = self._generate_targeted_queries(query, information_plan)
	print(f"[Planning] Generated {len(search_queries)} targeted queries")
	# Step 3: Execute searches for all queries (parallel or sequential)
	if self.enable_parallel_retrieval and len(search_queries) > 1:
	all_results = self._execute_parallel_searches(search_queries)
	else:
	all_results = []
	for i, search_query in enumerate(search_queries, 1):
	print(f"[Search {i}] {search_query}")
	results = self._semantic_search(search_query)
	all_results.extend(results)
	# Step 3.5: Execute keyword and structured searches (hybrid retrieval)
	query_analysis = self._analyze_query(query)
	# Keyword search (Lexical Layer)
	keyword_results = self._keyword_search(query, query_analysis)
	print(f"[Keyword Search] Found {len(keyword_results)} results")
	all_results.extend(keyword_results)
	# Structured search (Symbolic Layer)
	structured_results = self._structured_search(query_analysis)
	print(f"[Structured Search] Found {len(structured_results)} results")
	all_results.extend(structured_results)
	# Step 4: Merge and deduplicate results
	merged_results = self._merge_and_deduplicate_entries(all_results)
	print(f"[Planning] Found {len(merged_results)} unique results (semantic + keyword + structured)")
	# Step 5: Optional reflection-based additional retrieval
	# Use override parameter if provided, otherwise use global setting
	should_use_reflection = enable_reflection if enable_reflection is not None else self.enable_reflection
	if should_use_reflection:
	merged_results = self._retrieve_with_intelligent_reflection(query, merged_results, information_plan)
	return merged_results

Hi, I saw this code in your project.
I wonder if it means that the framework of ReAct is in the Intent-Aware Retrieval Planning module?

I thought SimpleMem was a one-step memory before I found this code. So it seems that the paragraph mentioned in your paper, which makes an opposition about the " iterative reasoning procedures" approach, may need some modification.

And I wonder what number you set for "self.max_reflection_rounds" for the final experiment.

Thank for your reply.