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LFM2.5-230M

Liquid AIhuggingface.co/LiquidAI/LFM2.5-230M

Open in Graph
data quality53

Updated 6 h ago · first seen 11 Sept 2026

model_01M294YZ1HBPACGRPY80TGMPMG

Overview

Identity

Identity block not returned by the API for this entity.

Openness

Openness not classified yet — no sourced evidence to place this model in the ontology.

Key facts

Release date

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

Model card
huggingface.co/LiquidAI/LFM2.5-230M

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium

Architecture

Architecture

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

Model type

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

Parameters

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium

Weights dtype

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

File size

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

Library name

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

Pipeline tag

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium

Hugging Face repo

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 12 h agomedium

Capabilities

Modalities

Modalities unavailable.

Capabilities

  • Tool calling

    Unavailable

  • Structured output

    Unavailable

  • Reasoning

    Unavailable

  • Vision

    Unavailable

  • Audio

    Unavailable

  • Fine-tuning available

    Unavailable

No capability flags have been observed from a source yet — we do not infer them.

Languages

Source:Hugging Face Hub (public pages, model cards, papers)T2observed 11 h agomedium

Hardware fit37

Estimated

37 of 37 device × quantization combinations fit.

Run locally: your machine →
Estimated hardware fit
HardwareQuantizationDevice memoryEst. memoryFits
Apple M3 Ultra4bit—0.6 GB est.Yes
Mac Studio (Apple M5 Ultra)4bit—0.6 GB est.Yes
Apple M2 Ultra4bit—0.6 GB est.Yes
Apple M1 Ultra4bit—0.6 GB est.Yes
Apple M3 Max4bit—0.6 GB est.Yes
Apple M4 Max4bit—0.6 GB est.Yes
Mac Studio (Apple M5 Max)4bit—0.6 GB est.Yes
MacBook Pro (Apple M5 Max)4bit—0.6 GB est.Yes
Apple M2 Max4bit—0.6 GB est.Yes
Apple M1 Max4bit—0.6 GB est.Yes
Apple M4 Pro4bit—0.6 GB est.Yes
Mac mini (Apple M5 Pro)4bit—0.6 GB est.Yes
MacBook Pro (Apple M5 Pro)4bit—0.6 GB est.Yes
Apple M3 Pro4bit—0.6 GB est.Yes
Apple M1 Pro4bit—0.6 GB est.Yes
Apple M2 Pro4bit—0.6 GB est.Yes
Apple M44bit—0.6 GB est.Yes
iMac (Apple M4)4bit—0.6 GB est.Yes
Mac mini (Apple M6)4bit—0.6 GB est.Yes
MacBook Air (Apple M5)4bit—0.6 GB est.Yes
MacBook Pro (Apple M5)4bit—0.6 GB est.Yes
Apple M24bit—0.6 GB est.Yes
Apple M34bit—0.6 GB est.Yes
Apple M14bit—0.6 GB est.Yes
NVIDIA GeForce RTX 30904bit24 GB0.6 GB est.Yes
NVIDIA GeForce RTX 40904bit24 GB0.6 GB est.Yes
NVIDIA GeForce RTX 50904bit32 GB0.6 GB est.Yes
NVIDIA A100 80GB4bit80 GB0.6 GB est.Yes
NVIDIA H100 SXM4bit80 GB0.6 GB est.Yes
NVIDIA H100 NVL4bit94 GB0.6 GB est.Yes
NVIDIA DGX Spark4bit128 GB0.6 GB est.Yes
NVIDIA H2004bit141 GB0.6 GB est.Yes
NVIDIA H200 NVL4bit141 GB0.6 GB est.Yes
NVIDIA B2004bit180 GB0.6 GB est.Yes
AMD Instinct MI300X4bit192 GB0.6 GB est.Yes
AMD Instinct MI325X4bit256 GB0.6 GB est.Yes
NVIDIA DGX B2004bit1,440 GB0.6 GB est.Yes
Assumptions (6)
  • Estimated, not measured: weights = parameters × bytes/param × 1.15 runtime overhead.
  • bytes/param: 4bit = 0.5, 8bit = 1.0, fp16 = 2.0 (uniform quantization, no per-layer exceptions).
  • KV cache approximated at 0.5 GB per 8 192 tokens of context, independent of architecture (GQA/MLA models need less).
  • A model 'fits' when the estimate is at most the device memory minus 2 GB reserved for the OS and framework.
  • Mixture-of-experts models are estimated on total parameters (all experts must be resident); active parameters are ignored.
  • Device memory uses the largest configuration when several are listed (e.g. Apple silicon tiers).

Lineage

Open in Graph →
Explicit derived_from / fine_tuned_from / distilled_from relations stated by sources; artifacts collapsed by kind.
ANCESTORS 1DESCENDANTS 0 · ARTIFACTSLFM2.5-230M-BaseLiquid AILFM2.5-230M-Base — Liquid AI1 quantizationartifacts · collapsed1 quantization — artifacts · collapsedLFM2.5-230M229.7M params · this modelLFM2.5-230M — 229.7M params · this model

Papers1

Timeline1

Full timeline →

Change history23

Temporal, append-only claims: a new observation closes the previous claim instead of overwriting it. Rewind the record with the as-of picker.

Viewing AI Atlas as of 12 Sept 2026 — attributes exactly as the atlas knew them on that day; later corrections are not shown.

Back to today →

Attributes as of 12 Sept 2026 23 claims in force

Release date
24 Jun 2026
Openness
open-weights
License
Other
Architecture
Lfm2ForCausalLM
Parameters
229.7M
Languages
en, ar, zh, fr, de, ja, ko, es, pt, it
Base model
LiquidAI/LFM2.5-230M-Base
File size
0.5 GB
Hugging Face repo
LiquidAI/LFM2.5-230M
Pipeline tag
text-generation
Downloads
61,245
Likes
290
Gated
No
Last modified
2026-08-19T13:47:32+00:00
Library name
transformers
License name
lfm1.0
License url
LICENSE
Downloads all time
175,771
Model type
lfm2
Tags
transformers, safetensors, lfm2, text-generation, liquid, lfm2.5, edge, en, ar, zh, fr, de, ja, ko, es, pt, it
Weights available
Yes
Weights dtype
BF16
23 claims · 22 properties

Release daterelease_date1

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ValueValid from → toStatusSourceConfidenceExtractor
24 Jun 2026 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Opennessopenness1

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open-weights → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Licenselicense1

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ValueValid from → toStatusSourceConfidenceExtractor
other → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Architecturearchitecture1

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ValueValid from → toStatusSourceConfidenceExtractor
Lfm2ForCausalLM → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Parametersparameter_count1

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ValueValid from → toStatusSourceConfidenceExtractor
229.7M → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Languageslanguages1

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ValueValid from → toStatusSourceConfidenceExtractor
en, ar, zh, fr, de, ja, ko, es, pt, it → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Base modelbase_model1

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ValueValid from → toStatusSourceConfidenceExtractor
LiquidAI/LFM2.5-230M-Base → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

File sizefile_size_gb1

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ValueValid from → toStatusSourceConfidenceExtractor
0.5 GB → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Hugging Face repohf_repo1

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LiquidAI/LFM2.5-230M → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Pipeline tagpipeline_tag1

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text-generation → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Model cardmodel_card_url1

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https://huggingface.co/LiquidAI/LFM2.5-230M → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Downloadsmetric.downloads1

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ValueValid from → toStatusSourceConfidenceExtractor
61,245 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Likesmetric.likes2

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ValueValid from → toStatusSourceConfidenceExtractor
290 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic
289 → supersededHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Gatedgated1

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No → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Last modifiedlast_modified1

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2026-08-19T13:47:32+00:00 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Library namelibrary_name1

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ValueValid from → toStatusSourceConfidenceExtractor
transformers → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

License namelicense_name1

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ValueValid from → toStatusSourceConfidenceExtractor
lfm1.0 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

License urllicense_url1

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LICENSE → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Downloads all timemetric.downloads_all_time1

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175,771 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Model typemodel_type1

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lfm2 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Tagstags1

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ValueValid from → toStatusSourceConfidenceExtractor
transformers, safetensors, lfm2, text-generation, liquid, lfm2.5, edge, en, ar, zh, fr, de, ja, ko, es, pt, it → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Weights dtypeweights_dtype1

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ValueValid from → toStatusSourceConfidenceExtractor
BF16 → currentcurrentHugging Face Hub (public pages, model cards, papers)T2mediumdeterministic

Claims are temporal and append-only: a new observation closes the previous claim (valid_to) instead of overwriting it. Conflicting claims from different sources are kept side by side and flagged — never averaged. Methodology →

Provenance

Attributed facts

22

Source tiers

T222

Freshest observation

6 h ago

Conflicts

None

Source documents 4

Source documents
SourceDocumentTypeTierLast observedSnapshots
Hugging Face Hub (public pages, model cards, papers)huggingface.co/LiquidAI/LFM2.5-230M/raw/main/README.md model_cardT2· Quality secondary5 h ago1
Hugging Face Hub (public pages, model cards, papers)huggingface.co/LiquidAI/LFM2.5-230M model_pageT2· Quality secondary6 h ago4
Hugging Face Hub (public pages, model cards, papers)huggingface.co/LiquidAI/LFM2.5-230M-GGUF model_pageT2· Quality secondary6 h ago4
Hugging Face Hub (public pages, model cards, papers)huggingface.co/models?author=LiquidAI&p=0&sort=downloads listingT2· Quality secondary6 h ago5

Tier 1 = official/primary, 2 = quality secondary, 3 = community, 4 = unverified. Every snapshot is archived; see all sources and the methodology.

Data quality (53/100) measures how well AI Atlas knows this entity — completeness, primary-source ratio, freshness, conflicts — never how good the model is. Methodology →