3.39×
Compute efficiency.
Compute efficiency relative to Qwen3-0.6B under the stated workload.
VS QWEN3-0.6BINTRODUCING
Sphotasphoṭaḥ
A meaning-first
language model.
A language model built around a representation field, connecting context with expression. The first release from a different approach to intelligence.
TOKENSMEANING FIELDEXPRESSION
01 / THE ARCHITECTURE ADVANTAGE
Intelligence, with
less overhead.
~2T
More from each token.
Trained on fewer tokens. Outperforming competitors trained on 28T.
TRAINING TOKENS86.7%
Lower memory use.
7.54× memory efficiency relative to Qwen3-0.6B.
VS QWEN3-0.6B<1B
State of the art.
240M parameters. Ahead of LFM 700M in the evaluated comparison.
PARAMETER CLASSEFFICIENCY WORKLOAD32,768 input tokens + 256 output tokens · BF16 · batch 1 · KV-cached decoding.
02 / EVALUATIONS
Performance,
in perspective.
15 TASKS · 5 MODELS
REPORTED TASK SCORE / HIGHER IS BETTER
IFEval p-s
Task leader Sphota 240M
79.10SPHOTA · TASK SCORE
LFM2700MLiquid AI
65.60
LFM2.5350MLiquid AI
71.70
MiniCPM4500MModelBest / OpenBMB
49.50
Qwen3600MAlibaba
58.20
Instruction following · 1 of 15 tasks.
Each bar shows this task’s reported score.
Each stage compares the reported scores for one task. The final Overall stage uses the supplied summary scores.
03 / DEMONSTRATION
See Sphota
Think.
ONE QUESTION / FOUR MODELS
Following the full chain.
Maya is the parent of Leo. Ben is the parent of Alice. George is the parent of Jacob. Alice is the parent of David.
QUESTION
Who is the grandparent of David? Answer with only the name.
EXPECTED ANSWERBen
Sphota240M
MannasBen
Correct · matches expected answer
LFM2.5350M
Liquid AIDavid
Does not match
LFM2700M
Liquid AIGeorge
Does not match
Qwen3600M
AlibabaDavid's grandparent is Alice.
Does not match
Actual CPU benchmark outputs; each model received the same question.
Benchmark settings
Greedy decoding · BF16 · 8 CPU cores · batch 1 · max 48 new tokens · no web search · no added system prompt.
Native Hugging Face chat templates for the baselines; Qwen thinking off. Sphota uses a Question/Answer wrapper.
EARLY ACCESS
Put Sphota
to work.
Explore what a different approach to language can make possible.