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Question Answering on DetectiveQA

67.25AccuracyQRRanker
25.75436.52747.358.073Feb 12, 2026Mar 5, 2026Mar 26, 2026Apr 16, 2026May 7, 2026May 28, 2026Jun 18, 2026

Evaluation results

MethodLinks
QRRankerMethod Category=QRRanker Series, Generator=Qwen3-8B, Retrieval Context=R@3 retrieved chunks2026.0267.25
QRHeads-4BMethod Category=QRRanker Series, Generator=Qwen3-8B, Retrieval Context=R@3 retrieved chunks2026.0264.75
Qwen3-Reranker-4B (trained)Method Category=Reranking Methods, Generator=Qwen3-8B, Retrieval Context=R@3 retrieved chunks2026.0264.52
SFT-Embedding-8BMethod Category=Embedding Methods, Generator=Qwen3-8B, Retrieval Context=R@3 retrieved chunks2026.0262.85
Qwen3-Reranker-4B (vanilla)Method Category=Reranking Methods, Generator=Qwen3-8B, Retrieval Context=R@3 retrieved chunks2026.0260.93
Qwen3-Embedding-8BMethod Category=Embedding Methods, Generator=Qwen3-8B, Retrieval Context=R@3 retrieved chunks2026.0257.35
Top-downBackbone=Qwen3-235B-A22B-Instruct-2507, Quantization=FP82026.0640.27
Bottom-upBackbone=Qwen3-235B-A22B-Instruct-2507, Quantization=FP82026.0639.6
TOABackbone=Qwen3-235B-A22B-Instruct-2507, Quantization=FP82026.0638.76
Top-downBackbone=Qwen3-30B-A3B-Instruct-2507, Quantization=FP82026.0635.91
Bottom-upBackbone=Qwen3-30B-A3B-Instruct-2507, Quantization=FP82026.0634.06
Zero-shotBackbone=Qwen3-235B-A22B-Instruct-2507, Quantization=FP82026.0633.72
TOABackbone=Qwen3-30B-A3B-Instruct-2507, Quantization=FP82026.0632.72
QwenLong-L1.5Backbone=Qwen3-30B-A3B-Instruct-2507, Quantization=FP82026.0632.21
Zero-shotBackbone=Qwen3-30B-A3B-Instruct-2507, Quantization=FP82026.0630.87
MemAgentBackbone=Qwen3-235B-A22B-Instruct-2507, Quantization=FP82026.0630.03
MemAgentBackbone=Qwen3-30B-A3B-Instruct-2507, Quantization=FP82026.0627.35