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Question Answering on TriviaQA (test)

85.18Accuracy

RankCoT

Updated 3d ago

Evaluation Results

Method	Links
RankCoT 2025.02		85.18
Vanilla RAG 2025.02		82.85
Recomp 2025.02		79.04
Self-RAG 2025.02		78.35
SEGENC 2025.02		76.73
RPO 2025.01		74.4
Self-RAG 2025.01		71.4
RTN 2023.05		70.4
RTN 2023.05		70.3
SmoothQuant 2023.05		70.3
SmoothQuant 2023.05		70.2
LLM-QAT 2023.05		70
LLaMA-30B 2023.05		69.9
LLM-QAT 2023.05		69.4
Self-RAG 2025.01		68.9
SMOOTHIE-GLOBAL 2024.12		68.3
LLM-QAT 2023.05		67.9
Bregman primal decoding 2025.05		67.8
top-k decoding 2025.05		67.58
top-k decoding 2025.05		67.58
top-k decoding 2025.05		67.58
top-k decoding 2025.05		67.58
top-k decoding 2025.05		67.58
top-k decoding 2025.05		67.58
top-k decoding 2025.05		67.58
top-k decoding 2025.05		67.58
Bregman primal decoding 2025.05		67.47
RTN 2023.05		67.1
LLM-QAT 2023.05		67.1
Bregman primal decoding 2025.05		66.96
RTN 2023.05		66.8
top-k decoding 2025.05		66.74
top-k decoding 2025.05		66.74
Bregman primal decoding 2025.05		66.69
Bregman primal decoding 2025.05		66.69
Bregman primal decoding 2025.05		66.57
Bregman primal decoding 2025.05		66.35
LLM-QAT 2023.05		65.9
RAG 2025.01		65.8
BEST-ON-VAL 2024.12		65.8
RAG 2025.01		65.7
Bregman primal decoding 2025.05		65.68
Bregman primal decoding 2025.05		65.63
InstructRAG 2025.01		65.1
top-k decoding 2025.05		65.01
top-k decoding 2025.05		65.01
Bregman primal decoding 2025.05		64.85
Bregman primal decoding 2025.05		64.23
LLM-QAT 2023.05		64.2
Bregman primal decoding 2025.05		63.84
LLaMA-13B 2023.05		63.7
LLM-QAT 2023.05		63.5
SmoothQuant 2023.05		63.4
SmoothQuant 2023.05		63.4
LLM-QAT 2023.05		63.4
LLM-QAT 2023.05		63.3
RTN 2023.05		63.1
RTN 2023.05		62.9
top-k decoding 2025.05		62.67
top-k decoding 2025.05		62.67
Bregman primal decoding 2025.05		61.17
Bregman primal decoding 2025.05		61.06
Bregman primal decoding 2025.05		60.84
top-k decoding 2025.05		60.84
top-k decoding 2025.05		60.84
LLM-QAT 2023.05		59.8
Bregman primal decoding 2025.05		59.78
CRAG 2025.01		59.6
LLM-QAT 2023.05		59.3
RANDOM 2024.12		59.3
LLM-QAT 2023.05		58.8
SmoothQuant 2023.05		58.5
RTN 2023.05		57.9
RTN 2023.05		57.9
SmoothQuant 2023.05		57.9
LLM-QAT 2023.05		57.7
RPO 2025.01		57.6
LLaMA-7B 2023.05		57
SmoothQuant 2023.05		56.8
SmoothQuant 2023.05		56.7
SmoothQuant 2023.05		56.7
RTN 2023.05		56.6
RTN 2023.05		56.6
LLM-QAT 2023.05		56.1
LLM-QAT 2023.05		56.1
RAG + SFT 2025.01		54.3
LLM-QAT 2023.05		54.3
RAG 2025.01		52.5
RAG + DPO 2025.01		51.7
LLM-QAT 2023.05		50.8
LLM-QAT 2023.05		50.8
SmoothQuant 2023.05		49.6
LLM-QAT 2023.05		49
AstuteRAG 2025.01		47.6
SmoothQuant 2023.05		46.6
SmoothQuant 2023.05		46.6
LLM-QAT 2023.05		46.2
RTN 2023.05		44.9
SmoothQuant 2023.05		44.8
RTN 2023.05		44.5

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