Model

Ling-lite

ling-lite

Record

Family
ling
Architecture
moe
Parameters
17
Active parameters
2.75
HF downloads / 30d
1,681

Hugging Face model card

Identity

https://huggingface.co/inclusionAI/Ling-lite
Repository
inclusionAI/Ling-lite
Status
known
Link type
Exact Hub repository

Public Hugging Face repository confirmed by the Hub API.

Leaderboard scores

Scraped public quality scores joined to this model by its Hugging Face repository. They describe the listed variant, not any specific local quantization, and are never speed measurements.

BenchmarkCategoryScoreRankScored variantConfidence
alpacaevalchat3.69123Ming-Lite-Omnilow
humanevalcoding89.0214Ling-litemedium
livecodebenchcoding31.9354Ring-lite-distill-previewhigh
livecodebenchcoding29.8366Ring-lite-linear-previewhigh
livecodebenchcoding24.11391Ling-litemedium
if-evalinstruction-following81.09135Ling-litemedium
if-evalinstruction-following75.3173Ring-lite-distill-previewhigh
if-evalinstruction-following58.36258Ming-Lite-Omnihigh
mmluknowledge74.87219Ling-litemedium
mmluknowledge63.3483Ring-lite-distill-previewhigh
openbookqaknowledge61.9813Ming-Lite-Omnihigh
aime-2024math56.3121Ring-lite-distill-previewhigh
aime-2024math55152Ring-lite-linear-previewhigh
aime-2024math13.33186Ling-litemedium
mathmath79.12220Ling-litemedium
math-500math93.840Ring-lite-linear-previewhigh
math-500math93.741Ring-lite-distill-previewhigh
math-olympiadmath37.3314Ling-litemedium
chartqamultimodal85.134Ming-Lite-Omnimedium
docvqamultimodal9347Ming-Lite-Omnimedium
mathvistamultimodal68.136Ming-Lite-Omnimedium
mmbenchmultimodal80.840Ming-Lite-Omnimedium
mmmumultimodal56.3149Ming-Lite-Omnimedium
mmmumultimodal46.3198Ming-Lite-Omnimedium
bbhreasoning74.5843Ling-litemedium
gpqareasoning40.91180Ling-litemedium
gpqa-diamondreasoning46.5272Ring-lite-linear-previewhigh
gpqa-diamondreasoning46.2273Ring-lite-distill-previewhigh
wer-librispeechspeech-asr1.4464Ming-Lite-Omnihigh
wer-voxpopulispeech-asr5.869Ming-Lite-Omnihigh

Remaining fields

Identity, launch, related records, and measured speed are shown above. This is the rest of the normalized record.

active params
2.75
architecture
moe
family
ling
id
ling-lite
name
Ling-lite
params
17
schema version
local-ai-registry/v1
url
huggingface.co/inclusionAI/Ling-lite

downloads

all time
9,236
captured at
2026-08-31T15:38:41Z
last 30d
1,681
Provenance & metadata (1)
source huggingface-api
Provenance & metadata (2)

facts

active params · provenance · captured at
2026-09-01T00:56:27Z
active params · reason explicit-total-and-active-parameter-pair
active params · state known
architecture · provenance · captured at
2026-09-01T00:18:17Z
architecture · reason resolved-huggingface-config
architecture · state known
params · provenance · captured at
2026-08-31T13:13:53Z
params · reason safetensors-parameter-metadata
params · state known

provenance

captured at
2026-08-31T13:13:53Z

sources

captured atkindurl
2026-08-31T13:13:53Zhuggingface-apihuggingface.co/api/models/inclusionAI/Ling-lite
2026-09-01T00:18:17Zhuggingface-apihuggingface.co/api/models/inclusionAI/Ling-lite