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Instruction Following on AlpacaEval

97.2Win Rate

BFPO

Updated 4d ago

Evaluation Results

Method
BFPO 2025.12	97.2	-	-	-	-	-	-	-	-
Llama3-8B-Instruct 2025.12	96.15	-	-	-	-	-	-	-	-
MoCAN 2025.12	95.71	-	-	-	-	-	-	-	-
MoCAN 2025.12	95.28	-	-	-	-	-	-	-	-
BFPO 2025.12	95.22	-	-	-	-	-	-	-	-
DPO-S 2025.12	94.47	-	-	-	-	-	-	-	-
DPO-H 2025.12	94.41	-	-	-	-	-	-	-	-
Qwen2.5-7B-Instruct 2025.12	94.35	-	-	-	-	-	-	-	-
PeCAN 2025.12	94.35	-	-	-	-	-	-	-	-
NSPO 2025.12	94.33	-	-	-	-	-	-	-	-
DPO-Mix 2025.12	93.85	-	-	-	-	-	-	-	-
DPO-S 2025.12	93.6	-	-	-	-	-	-	-	-
DPO-Mix 2025.12	93.6	-	-	-	-	-	-	-	-
NSPO 2025.12	93.23	-	-	-	-	-	-	-	-
Qwen2.5-7B 2025.06	93.08	-	-	-	-	-	-	-	-
DPO-H 2025.12	91.61	-	-	-	-	-	-	-	-
W-DOOR 2025.12	91.61	-	-	-	-	-	-	-	-
PeCAN 2025.12	88.45	-	-	-	-	-	-	-	-
Llama-2-Chat 2024.02	87.3	-	-	-	-	-	-	-	-
DPO 2024.02	86.4	-	-	-	-	-	-	-	-
TÜLU 2+DPO 2024.02	85.1	-	-	-	-	-	-	-	-
Aligned SFT 2023.11	83	33.2	-	-	-	-	-	-	-
Goal Prioritization w/o thoughts 2023.11	82	33.3	-	-	-	-	-	-	-
Goal Prioritization w/o harm 2023.11	82	32.6	-	-	-	-	-	-	-
daDPO 2025.06	81.49	-	-	-	-	-	-	-	-
Vicuna-1.5-13b 2024.02	81.4	-	-	-	-	-	-	-	-
Vanilla SFT 2023.11	81	31.4	-	-	-	-	-	-	-
Aligned SFT 2023.11	81	31.8	-	-	-	-	-	-	-
LLAVA-RLHF-13b 2024.02	81	-	-	-	-	-	-	-	-
Vanilla SFT 2023.11	80	32	-	-	-	-	-	-	-
LLaVA-1.5-13b 2024.02	79.3	-	-	-	-	-	-	-	-
Goal Prioritization 2023.11	79	32.6	-	-	-	-	-	-	-
rDPO 2025.06	78.94	-	-	-	-	-	-	-	-
dDPO 2025.06	78.85	-	-	-	-	-	-	-	-
LLAMA-70B (QLORA) 2024.03	78.6	-	-	-	-	-	-	-	-
IPO 2025.02	78.2	-	-	-	-	-	-	-	-
NovelSelect 2025.02	78.07	-	-	-	-	-	-	-	-
Goal Prioritization w/o thoughts 2023.11	78	31.2	-	-	-	-	-	-	-
Mistral-7B-Reward 2025.02	77.4	-	-	-	-	-	-	-	-
Goal Prioritization 2023.11	77	31.3	-	-	-	-	-	-	-
Goal Prioritization w/o harm 2023.11	76	31.1	-	-	-	-	-	-	-
W-DOOR 2025.12	75.96	-	-	-	-	-	-	-	-
QDIT 2025.02	75.91	-	-	-	-	-	-	-	-
Random 2025.02	75.47	-	-	-	-	-	-	-	-
K-means 2025.02	75.46	-	-	-	-	-	-	-	-
K-Center-Greedy 2025.02	75.3	-	-	-	-	-	-	-	-
Rejection-sampling 2024.02	74.9	-	-	-	-	-	-	-	-
dSFT 2025.06	74.35	-	-	-	-	-	-	-	-
TÜLU 2 2024.02	73.9	-	-	-	-	-	-	-	-
Repr Filter 2025.02	72.57	-	-	-	-	-	-	-	-
LLAMA-70B+7B (PT) 2024.03	72.3	-	-	-	-	-	-	-	-
Co-LLM-7B + LLAMA-70B 2024.03	71.9	-	-	-	-	-	-	-	-
Co-LLM-7B (Base Only) 2024.03	70.6	-	-	-	-	-	-	-	-
Mistral-7B-Self Rewarding 2025.02	69.6	-	-	-	-	-	-	-	-
OLMo+SFT+DPO 2024.02	69.3	-	-	-	-	-	-	-	-
LLAMA-7B (Finetuned) 2024.03	69.3	-	-	-	-	-	-	-	-
SteerLM 2024.02	68.8	-	-	-	-	-	-	-	-
Mistral 7B Instruct 2025.02	68	-	-	-	-	-	-	-	-
Vicuna-7B 2025.06	65.71	-	-	-	-	-	-	-	-
Qwen2.5-1.5B 2025.06	65.5	-	-	-	-	-	-	-	-
Co-Greedy 2024.03	64.1	-	-	-	-	-	-	-	-
SafeRLHF 2025.12	57.02	-	-	-	-	-	-	-	-
OLMo+SFT 2024.02	57	-	-	-	-	-	-	-	-
Weak Supervision 2024.03	56.7	-	-	-	-	-	-	-	-
daDPO 2025.06	54.04	-	-	-	-	-	-	-	-
rDPO 2025.06	53.73	-	-	-	-	-	-	-	-
SafeRLHF 2025.12	52.55	-	-	-	-	-	-	-	-
TA w/ WSC 2025.12	51.2	-	-	-	-	-	-	-	-
dDPO 2025.06	50.94	-	-	-	-	-	-	-	-
Standard SFT 2024.02	50.2	-	-	-	-	-	-	-	-
TSV-M 2025.12	48.1	-	-	-	-	-	-	-	-
LLM-PeerReview-W 2025.12	47.3	-	-	-	-	62.3	-	-	-
MPT Chat 2024.02	46.8	-	-	-	-	-	-	-	-
LLM-PeerReview 2025.12	46.5	-	-	-	-	61.9	-	-	-
Co-Random 2024.03	46.3	-	-	-	-	-	-	-	-
daDPO 2025.06	45.09	-	-	-	-	-	-	-	-
dSFT 2025.06	43.97	-	-	-	-	-	-	-	-
rDPO 2025.06	43.41	-	-	-	-	-	-	-	-
TA 2025.12	42.6	-	-	-	-	-	-	-	-
dDPO 2025.06	42.27	-	-	-	-	-	-	-	-
dSFT 2025.06	41.15	-	-	-	-	-	-	-	-
Agent-Forest 2025.12	40.5	-	-	-	-	56.8	-	-	-
TIES 2025.12	40.3	-	-	-	-	-	-	-	-
RECOST 2024.02	39.19	-	-	-	-	-	-	-	-
RPJ-INCITE Chat 2024.02	38	-	-	-	-	-	-	-	-
Qwen2.5-0.5B 2025.06	37.82	-	-	-	-	-	-	-	-
DARE 2025.12	37.2	-	-	-	-	-	-	-	-
IFD 2024.02	36.78	-	-	-	-	-	-	-	-
Qwen2.5-14B-Instruct-1M 2025.12	36.5	-	-	-	-	53	-	-	-
PE 2024.02	35.59	-	-	-	-	-	-	-	-
Qwen2.5-14B-Instruct 2025.12	34.5	-	-	-	-	54	-	-	-
Smoothie-Global 2025.12	34.5	-	-	-	-	54	-	-	-
Smoothie-Local 2025.12	33.5	-	-	-	-	53.8	-	-	-
Iso-C 2025.12	29.5	-	-	-	-	-	-	-	-
Full Alpaca 2024.02	27.75	-	-	-	-	-	-	-	-
Genius 2025.04	26.96	-	-	-	-	-	-	-	-
Vicuna-7B 2025.06	26.83	-	-	-	-	-	-	-	-
Random 2025.12	26	-	-	-	-	46.9	-	-	-
Theoretical average 2025.12	25.6	-	-	-	-	46.6	-	-	-
Genius 2025.04	25.47	-	-	-	-	-	-	-	-

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