Compare AI models: Ling 3.1 Flash vs Muse Spark 1.2 Contributor
- Ling 3.1 FlashinclusionAIHollow points use fallbacks · hover for details
- Muse Spark 1.2 ContributorMeta
ReasoningCodingCost efficiencyContext windowMultimodalTool use
| Model | Reasoning | Coding | Cost efficiency | Context window | Multimodal | Tool use |
|---|---|---|---|---|---|---|
| Ling 3.1 Flash | 50/100 — Reasoning supported; no comparable benchmark | 50/100 — No data; neutral placeholder | 100/100 | 61/100 | 0/100 | 50/100 — Tool calling supported; no comparable benchmark |
| Muse Spark 1.2 Contributor | 0/100 | 40/100 | 84/100 | 92/100 | 83/100 | 0/100 |
Overview
Author
Context length
262K
1M
Reasoning
True
True
Input modalities
Text
Text, Image, Video, Pdf, Audio
Output modalities
Text
Text
Providers
Pricing
Input
$0.00/ 1M
$0.10/ 1M
Output
$0.00/ 1M
$0.20/ 1M
Cached input
Unknown
$0.002/ 1M
MomentumLast 2 mo
Unique users
23K
463K
Completed sessions
425,440
323,458,344
Token share
0.02%
4.1%
Tokens
149B+100%
39T+100%
AUG 15OCT 9
AUG 15OCT 9
RetentionWeek 1
Returning users
Pending
78.3%8.9K user-weeks
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