LocalFit

Ling 3.1 Flash

inclusionAI/Ling-3.1-flash

Released2026 (month unknown)Size560B · 25B activeLicensemitAA rank#6 of 75

Files and memory at 8K context

QuantFileFiles+ KV + runtimeSmallest fitSource
Q4_K_M
bartowski/Ling-3.1-flash-GGUF
333 GiB10unknownover 192 GB GPUHF files
Q5_K_M
bartowski/Ling-3.1-flash-GGUF
406 GiB12unknownover 192 GB GPUHF files
Q8_0
bartowski/Ling-3.1-flash-GGUF
567 GiB16unknownover 192 GB GPUHF files

No verified file: FP16, BF16, MLX 4-bit, MLX 8-bit. Sizes are exact file bytes (text weights; projectors listed separately). “+” = recurrent state or other terms unknown. Smallest fit adds 0.5 GiB spare; Macs use 75% of memory.

Quality

Artificial Analysis Intelligence Index

41.1

Variant: Ling 3.1 Flash · observed 2026-10-17 · source

Rank #6 of 75 researched 2026 models.

Arena text rating

Unknown

Scores describe the evaluated hosted variant, not each quantized file. AA and Arena are never averaged.

Reported speeds 0

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