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verification_output.txt

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+============================================================\n[RUNNING] MVM2 CORE NEURO-SYMBOLIC INTEGRATION PIPELINE VERIFICATION\n============================================================\n\n[OK] [LAYER 1] OCR Extraction Complete (Conf: 92.0%)\n   Transcribed Math:  \int_{0}^{\pi} \sin(x^{2}) \, dx\n\n\n[Pipeline] Routing outputs into QWED Symbolic Verification and Math-Verify Consensus equations...\n\n============================================================\n[RESULT] FINAL MVM2 PIPELINE VERDICT\n============================================================\nVerified Answer:   0.438\nWeighted Score:    0.930 / 1.000\nTotal Latency:     6.11s (Target: < 8.2s)\n\n[Detailed Agent Matrix]\n - DeepSeek-Math-7B (Zero-Shot): ans=0.438 | V_sym=1.00 | L_logic=0.80 | C_clf=1.00 -> Score_j=0.930\n - DeepSeek-Math-7B (CoT): ans=0.438 | V_sym=1.00 | L_logic=0.80 | C_clf=1.00 -> Score_j=0.930\n - Llama-3.1-8B-Instruct: ans=  1/2 | V_sym=1.00 | L_logic=0.80 | C_clf=0.80 -> Score_j=0.880\n - Qwen-2.5-Math-7B: ans=0.438 | V_sym=1.00 | L_logic=0.80 | C_clf=1.00 -> Score_j=0.930\n\n[Divergence Group Normalization (Math-Verify)]\n - Group [ 0.438 ]: 1 Agent(s) Support. Group Score = 0.930\n - Group [ 1/2 ]: 1 Agent(s) Support. Group Score = 0.880\n