{Target LLM: gemini-2.0-flash-lite, Perception LLM: deepseek-chat}
{ESL file: ./benchmarks/comp/esl/comparison.json, Task ID: 1}

************* We now start to analysis a new case with domain comp and Task id 1 *************
Context: 99.3 and 99.14, which one is greater?

######## Stage 1: Target LLM's init query starts. ########

The response from the target LLM: 99.14. 

######## Stage 1: Target LLM's init query takes 0.5569210052490234 seconds. ########

######## Stage 2: Perception LLM's abstraction starts. ########

	objects_all: ['99.3', '99.14']
	interPre_all: ['IsLarger(99.3, 99.14) = False', 'IsLarger(99.14, 99.3) = True', 'Pos(99.3) = Unknown', 'Neg(99.3) = Unknown', 'Pos(99.14) = Unknown', 'Neg(99.14) = Unknown']

######## Stage 2: Perception LLM's abstraction takes 7.344348907470703 seconds. ########

######## Stage 3: FC graph initiation starts. ########

The original knowledge_dict is:
	 IsLarger_2: {('99.3', '99.14'): 'False', ('99.14', '99.3'): 'True'}
	 Pos_1: {}
	 Neg_1: {}
@@@@@@@@@ We invoke oracle agent to find a new instance
	We generate an instance: Neg_1(('-2',))=True
	We generate an instance: ~Neg_1(('-2',))=False
@@@@@@@@@ We invoke oracle agent to find a new instance
	We generate an instance: Pos_1(('2',))=True
	We generate an instance: ~Pos_1(('2',))=False

######## Stage 3: FC graph initiation takes 8.390077114105225 seconds. ########

######## Stage 4: Forward chaining starts. ########

	We find a newly inferred knowledge: IsLarger_2(198.28, 198.6) = True.
	We find a newly inferred knowledge: IsLarger_2(-198.6, -198.28) = True.

######## Stage 4: Forward chaining takes 9.512901306152344e-05 seconds. ########

######## Stage 5: Query the target LLM about new inferred knowledge starts. ########

	Target LLM returns a wrong answer for the new query: IsLarger(198.28, 198.6) = False.

######## Stage 5: Query the target LLM about new inferred knowledge takes 3.469542980194092 seconds. ########

Evaluation Results: Wrong { (LLM: 99.3 and 99.14, which one is greater? 99.14., ESL (inter_level=2): False }.

The total time of ReLLM for task 1: 19.761169910430908 seconds.

Failure Type = 0, Failure Stage = 0

LLM: 99.14, FC: False

The RV successes!