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ResearchFormerly WizWand

Fluency on BOOKS

4.46Fluency ScorePROXIMALByte
2.94163.33583.734.1242Feb 6, 2026
Updated 8mo ago

Evaluation results

MethodLinks
PROXIMALByteSafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.46
PROXIMALByteSafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.43
CP-FUSESafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.3
PROXIMALByteSafe model (ps)=COMMA 7B, Risky model (pr)=QWEN 2.5 72B, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.3
PROXIMALByteSafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=QWEN 2.5 72B, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.27
PROXIMALByteSafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.23
SAFESafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.1
SAFESafe model (ps)=COMMA 7B, Risky model (pr)=QWEN 2.5 72B, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.1
SAFESafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.024.1
PROXIMALSafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Token-level, NCR threshold=>= 75%2026.024.02
TOKENSWAPSafe model (ps)=COMMA 7B, Risky model (pr)=QWEN 2.5 72B, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.98
CP-FUSESafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.97
CP-FUSESafe model (ps)=COMMA 7B, Risky model (pr)=QWEN 2.5 72B, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.95
TOKENSWAPSafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.9
TOKENSWAPSafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=QWEN 2.5 72B, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.8
TOKENSWAPSafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Token-level, NCR threshold=>= 75%2026.023.77
CP-FUSESafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.75
TOKENSWAPSafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.75
RCADSafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.48
RCADSafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.48
RCADSafe model (ps)=COMMA 7B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.46
RCADSafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Token-level, NCR threshold=>= 75%2026.023.38
CP-FUSESafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=QWEN 2.5 72B, Decoding level=Byte-level, NCR threshold=>= 75%2026.023.26
CP-FUSESafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Token-level, NCR threshold=>= 75%2026.023.21
MEMFREESafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Token-level, NCR threshold=>= 75%2026.023.18
SAFESafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 3.1 70B, Decoding level=Token-level, NCR threshold=>= 75%2026.023
SAFESafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=QWEN 2.5 72B, Decoding level=Byte-level, NCR threshold=>= 75%2026.023
SAFESafe model (ps)=TINYCOMMA 1.8B, Risky model (pr)=LLAMA 4 17B×16E, Decoding level=Byte-level, NCR threshold=>= 75%2026.023