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Instruction Following on IFBench (Accuracy)

77.8AccuracyQwen-3.5 27B
13.52830.21446.963.586Nov 28, 2025Dec 23, 2025Jan 17, 2026Feb 11, 2026Mar 8, 2026Apr 2, 2026Apr 27, 2026

Evaluation results

MethodLinks
Qwen-3.5 27BSpeedup @32k=0.55x, Speedup @16k=0.5x2026.0477.8
Qwen3.5-27BArchitecture=Dense, # Total Params=27B, # Activated Params=27B, Reasoning Mode=REASONING2026.0476.5
Nemotron 3 Nano OmniOpen-Source=✓, Size=30B-A3B, prompt=true2026.0474.2
GPT-5 miniReasoning Mode=REASONING: HIGH2026.0474
Qwen3.5-122B-A10BEvaluation level=prompt2026.0473.77
Nemotron 3 SuperEvaluation level=prompt2026.0472.56
Nemotron-3-Nano 30BSpeedup @32k=4.09x, Speedup @16k=2.8x2026.0471.5
Nemotron 3 Nano 30B-A3BOpen-Source=✓, Size=30B-A3B, prompt=true2026.0471.5
GPT-OSS-120BEvaluation level=prompt2026.0468.32
gpt-oss-puzzle-88BReasoning effort=High, KV cache precision=BF162026.0267.77
K-EXAONE-236B-A23BArchitecture=MoE, # Total Params=236B, # Activated Params=23B, Reasoning Mode=REASONING2026.0467.3
gpt-oss-puzzle-88BReasoning effort=High, KV cache precision=FP82026.0267.01
Apriel-1.6Speedup @32k=1.0x, Speedup @16k=1.0x2026.0466.5
gpt-oss-120BReasoning effort=High, KV cache precision=FP82026.0265.76
gpt-oss-puzzle-88BReasoning effort=Medium, KV cache precision=BF162026.0265.56
gpt-oss-120BReasoning effort=High, KV cache precision=BF162026.0264.46
gpt-oss-puzzle-88BReasoning effort=Medium, KV cache precision=FP82026.0263.35
Reg|Lklhd–26Speedup @32k=2.85x, Speedup @16k=1.5x2026.0463.1
all-attentionSpeedup @32k=1.0x, Speedup @16k=1.0x2026.0463.1
EXAONE 4.5 33BArchitecture=Dense, # Total Params=33B, # Activated Params=32B, Reasoning Mode=REASONING2026.0462.6
Falcon-H1R 7BSpeedup @32k=4.61x, Speedup @16k=3.4x2026.0460.5
S1: Distil. Idealized|All–6Speedup @32k=6.13x, Speedup @16k=2.5x2026.0459.9
Reg|Lklhd–18Speedup @32k=4.76x, Speedup @16k=2.2x2026.0459.3
Qwen3-VL-235B-A22BArchitecture=MoE, # Total Params=236B, # Activated Params=22B, Reasoning Mode=Thinking2026.0459.2
Idealized|All–18Speedup @32k=1.99x, Speedup @16k=1.1x2026.0458.8
gpt-oss-120BReasoning effort=Medium, KV cache precision=FP82026.0258.67
Reg|Lklhd–13Speedup @32k=6.9x, Speedup @16k=2.7x2026.0457.1
gpt-oss-120BReasoning effort=Medium, KV cache precision=BF162026.0256.55
gpt-oss-puzzle-88BReasoning effort=Low, KV cache precision=BF162026.0256.38
gpt-oss-puzzle-88BReasoning effort=Low, KV cache precision=FP82026.0256.21
Reg|Lklhd–10Speedup @32k=10.69x, Speedup @16k=4.2x2026.0456.2
Idealized|All–6Speedup @32k=6.13x, Speedup @16k=2.5x2026.0455.3
Idealized|Lklhd–6Speedup @32k=6.2x, Speedup @16k=2.4x2026.0454.9
gpt-oss-120BReasoning effort=Low, KV cache precision=BF162026.0244.13
gpt-oss-120BReasoning effort=Low, KV cache precision=FP82026.0243.71
DPOBackbone=olmo-3.1-32b-it-sft2026.0436.1
Mag+Backbone=olmo-3.1-32b-it-sft2026.0435.4
Pair+Backbone=olmo-3.1-32b-it-sft2026.0435
Pair+Backbone=olmo-3-7b-it-sft2026.0434.4
Soft+Backbone=olmo-3.1-32b-it-sft2026.0434.4
Nemotron-Nano 12B v2Speedup @32k=5.85x, Speedup @16k=4.3x2026.0434.2
MPO+Backbone=olmo-3.1-32b-it-sft2026.0433.3
Soft+Backbone=olmo-3-7b-it-sft2026.0432.7
BaseBackbone=olmo-3.1-32b-it-sft2026.0432.7
MPO+Backbone=olmo-3-7b-it-sft2026.0431.3
Mag+Backbone=olmo-3-7b-it-sft2026.0430.3
Qwen3-4BTotal Parameters=4B, Active Parameters=4B, Trained Tokens=36T2025.1130.28
OLMo-Hybrid-Think 7BSpeedup @32k=2.51x, Speedup @16k=2.1x2026.0430
Apriel-H1 15BSpeedup @32k=1.97x, Speedup @16k=1.9x2026.0429.8
DPOBackbone=olmo-3-7b-it-sft2026.0429.6
BaseBackbone=olmo-3-7b-it-sft2026.0428.6
LFM2-8B-A1BTotal Parameters=8.3B, Active Parameters=1.5B, Trained Tokens=13T2025.1125.85
Pair+Backbone=gemma-3-4b-sft2026.0424.5
RFTBackbone=olmo-3.1-32b-it-sft2026.0424.1
Gemma-3-4BTotal Parameters=4B, Active Parameters=4B, Trained Tokens=4T2025.1123.53
DPOBackbone=gemma-3-4b-sft2026.0422.8
LFM2-2.6BTotal Parameters=2.6B, Active Parameters=2.6B, Trained Tokens=11T2025.1122.19
Soft+Backbone=gemma-3-4b-sft2026.0421.8
Mag+Backbone=gemma-3-4b-sft2026.0421.1
MPO+Backbone=gemma-3-4b-sft2026.0421.1
RFTBackbone=olmo-3-7b-it-sft2026.0421.1
Llama-3.2-3BTotal Parameters=3.2B, Active Parameters=3.2B, Trained Tokens=9T2025.1120.78
OLMo3-7B-Think-DPO + GRPO (FLIP)Reward Model=Qwen3-1.7B FLIP, Training Method=GRPO2026.0220.5
BaseBackbone=gemma-3-4b-sft2026.0420.4
OLMo3-7B-Think-DPO + GRPO (FLIP)Reward Model=Qwen3-4B FLIP, Training Method=GRPO2026.0220.1
OLMo3-7B-ThinkStatus=Final version after RLVR2026.0219.8
OLMo3-7B-Think-DPO + GRPOReward Model=Qwen3-4B LLM-as-a-Judge, Training Method=GRPO2026.0219.6
OLMo3-7B-Think-DPO + GRPOReward Model=Qwen3-1.7B LLM-as-a-Judge, Training Method=GRPO2026.0219.5
OLMo3-7B-Think-DPOBase Model=OLMo3-7B2026.0218.8
Granite-4.0-HTotal Parameters=7B, Active Parameters=1B, Trained Tokens=15T2025.1118.37
SmolLM3-3BTotal Parameters=3.1B, Active Parameters=3.1B, Trained Tokens=11T2025.1117.93
RFTBackbone=gemma-3-4b-sft2026.0416