Sonar Reasoning: Complete Benchmark Performance Guide

other sonar-reasoning 2024-12-18 Proprietary

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

Key Specifications

Vendorother
Versionsonar-reasoning
Release Date2024-12-18
Context Window127072 tokens
Input Modalitiestext
Output Modalitiestext
LicenseProprietary
Documentationhttps://huggingface.co/models

Benchmark Performance

BenchmarkScoreUnitEvaluated AtNotesSource
MMLU87.7%2024-12-185-shotview
HUMANEVAL81.1pass@12024-12-18—view
GSM8K89.8%2024-12-180-shot CoTview
MATH50.7%2024-12-180-shot CoTview
BBH83.4%2024-12-183-shot CoTview
GPQA50.1%2024-12-180-shotview
IFEVAL83.1%2024-12-18prompt_strictview
ARC96.2%2024-12-18challengeview
MUSR69.4%2024-12-180-shotview
WINOGRANDE87.2%2024-12-180-shotview

Pricing

TierPriceCurrency
Input$2 / MtokUSD
Output$8 / MtokUSD
Cache Read$0 / MtokUSD
Cache Write$0 / MtokUSD

Source: https://huggingface.co/models · as of 2024-12-18

Compliance

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

Sonar Reasoning

Model Genel Bakışı

Perplexity Sonar Reasoning 推理型在线 RAG 模型, 127K 上下文, 基于 DeepSeek R1 微调, 链式思维推理。

Temel Özellikler

SatıcıSürümYayın TarihiBağlam PenceresiGiriş ModlarıÇıkış ModlarıLisans
Othersonar-reasoning2024-12-18127KtexttextProprietary

Benchmark Performansı

BenchmarkPuanBirimNotlar
MMLU (Massive Multitask Language Understanding)87.7%5-shot
HumanEval81.1pass@1—
GSM8K (Grade School Math 8K)89.8%0-shot CoT
MATH50.7%0-shot CoT
BBH (BIG-Bench Hard)83.4%3-shot CoT
GPQA50.1%0-shot
IFEval83.1%prompt_strict
ARC96.2%challenge
MUSR69.4%0-shot
WinoGrande87.2%0-shot

Fiyatlandırma

GirişÇıkışÖnbellek OkumaÖnbellek Yazma
————

milyon token başına

Güçlü Yönler

  • MMLU score 87.7, strong knowledge reasoning.
  • HumanEval 81.1, excellent code generation.
  • GSM8K 89.8, robust math reasoning.

Zayıf Yönler

  • 闭源专有模型，不支持自托管。

Kullanım Senaryoları

  • 代码生成与调试

Referanslar