Sonar Small: Complete Benchmark Performance Guide

other sonar-small 2024-05-13 Proprietary

In-depth analysis of Sonar Small performance on MMLU, HumanEval, GSM8K, MATH, BBH benchmarks, including pricing and use cases.

Key Specifications

Vendorother
Versionsonar-small
Release Date2024-05-13
Context Window128000 tokens
Input Modalitiestext
Output Modalitiestext
LicenseProprietary
Documentationhttps://huggingface.co/models

Benchmark Performance

Benchmark Score Unit Evaluated At Notes Source
MMLU 80 % 2024-05-13 5-shot view
HUMANEVAL 72.8 pass@1 2024-05-13 — view
GSM8K 83.2 % 2024-05-13 0-shot CoT view
MATH 43.3 % 2024-05-13 0-shot CoT view
BBH 71.7 % 2024-05-13 3-shot CoT view
GPQA 34.5 % 2024-05-13 0-shot view
IFEVAL 72.1 % 2024-05-13 prompt_strict view
ARC 91.7 % 2024-05-13 challenge view
MUSR 47.6 % 2024-05-13 0-shot view
WINOGRANDE 81.4 % 2024-05-13 0-shot view

Pricing

Tier Price Currency
Input$0.2 / MtokUSD
Output$0.2 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://huggingface.co/models · as of 2024-05-13

Compliance

  • Data Residency: self-host
  • SOC2: ✗
  • HIPAA: ✗
  • GDPR: ✗
  • ISO 27001: ✗

Sonar Small

Model Overview

Perplexity Sonar Small 经济型在线 RAG 模型, 128K 上下文, 基于 Llama 3 8B 微调, 速度快成本低。

Core Specifications

Vendor Version Release Date Context Window Input Modalities Output Modalities License
Other sonar-small 2024-05-13 128K text text Proprietary

Benchmark Performance

Benchmark Score Unit Notes
MMLU (Massive Multitask Language Understanding) 80.0 % 5-shot
HumanEval 72.8 pass@1 —
GSM8K (Grade School Math 8K) 83.2 % 0-shot CoT
MATH 43.3 % 0-shot CoT
BBH (BIG-Bench Hard) 71.7 % 3-shot CoT
GPQA 34.5 % 0-shot
IFEval 72.1 % prompt_strict
ARC 91.7 % challenge
MUSR 47.6 % 0-shot
WinoGrande 81.4 % 0-shot

Pricing

Input Output Cache Read Cache Write
— — — —

per million tokens

Strengths

  • MMLU score 80.0, strong knowledge reasoning.

Weaknesses

  • Proprietary, not self-hostable.

Use Cases

  • Code generation and debugging

References