Liquid: LFM 3B

Text input Text output
Author's Description

Liquid's LFM 3B delivers incredible performance for its size. It positions itself as first place among 3B parameter transformers, hybrids, and RNN models It is also on par with Phi-3.5-mini on multiple benchmarks, while being 18.4% smaller. LFM-3B is the ideal choice for mobile and other edge text-based applications. See the [launch announcement](https://www.liquid.ai/liquid-foundation-models) for benchmarks and more info.

Key Specifications
Cost
$
Context
32K
Parameters
3B
Released
Jan 25, 2025
Speed
Ability
Reliability
Supported Parameters

This model supports the following parameters:

Stop Seed Min P Top P Max Tokens Frequency Penalty Temperature Presence Penalty
Performance Summary

Liquid's LFM 3B, launched on January 25, 2025, is positioned as a high-performance model for its size, specifically targeting mobile and edge text-based applications. It demonstrates competitive response times, ranking in the 47th percentile across various benchmarks, and offers exceptionally competitive pricing, placing in the 96th percentile. In terms of benchmark performance, LFM 3B exhibits a notable strength in hallucination mitigation, achieving 86.0% accuracy, making it the most accurate model at its price point for this specific task. It also performs reasonably well in Email Classification with 93.0% accuracy. However, the model shows significant weaknesses in other areas. Its accuracy is very low for General Knowledge (0.8%), Ethics (6.0%), Instruction Following (24.0%), Reasoning (24.0%), and Coding (6.0%). While its pricing remains highly competitive across all benchmarks, its duration for some tasks, such as General Knowledge and Coding, is quite high. Overall, LFM 3B excels in cost-effectiveness and its ability to avoid hallucinations, but its general knowledge, ethical reasoning, and coding capabilities require substantial improvement.

Model Pricing

Current Pricing

Feature Price (per 1M tokens)
Prompt $0.02
Completion $0.02

Price History

Available Endpoints
Provider Endpoint Name Context Length Pricing (Input) Pricing (Output)
Liquid
Liquid | liquid/lfm-3b 32K $0.02 / 1M tokens $0.02 / 1M tokens
Benchmark Results
Benchmark Category Reasoning Strategy Free Executions Accuracy Cost Duration
Other Models by liquid