readable AI benchmarks (simplified)

readable AI benchmarks

LongCat

LongCat Flash Lite

non-reasoning · open weights · Jan 28, 2026

LongCat Flash Lite has a Quality Score of 16.3, ranking 474th among 571 scored models. It has a 256k token context window. Its Reliability Score is 15.0, ranking 532nd among 573 scored models, below average (total average: 36.5).

Quality Score16.3coverage 100.0%: AA Intelligence and AA-Omniscience outcomes available
Value Scorenot available
Factual reliability15.0
Cache Discountnot available

Model specification

Reasoning
non-reasoning
Input modalities
none
Output modalities
none
Context window
256k tokens
Weights
open weights

Token prices USD per 1M tokens

Input
not available
Output
not available
Cached Input
not available
Cache write
not available
Cost per task
not available

Capability

Intelligence
11.5
Coding
not available
Agentic
not available
Omniscience
-70.1
Correct
13.3%
Blended price
not available

Answer outcomes

Fully graded outcomes (Correct + Incorrect): 96.7%

Correct 13.3%Incorrect 83.4%Partial / not attempted 3.3%

Artificial Analysis benchmarks

Humanity’s Last Exam
6%
GPQA Diamond
64%
CritPt
0%
AA-Omniscience
15%
AA-LCR
28%

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