The Known Good Updated 25 Jul 2026
DeepSeek: R1 Distill Llama 70B vs gemini-2.0-flash-001 ·DeepSeek vs Google DeepMind,Google

DeepSeek: R1 Distill Llama 70B vs gemini-2.0-flash-001 — head-to-head comparison

DeepSeek: R1 Distill Llama 70B profile gemini-2.0-flash-001 profile All comparisons
DeepSeek: R1 Distill Llama 70B — DeepSeek
Quality
#41 of 61
52based on 3 of 6 evaluations
Known Good Index
Speed
#263 of 316
24.4
Output tokens per second
Price
#176 of 340
$0.80
Blended per 1M tokens
In $0.80 · Out $0.80
Cache hit price
unranked
per 1M tokens
Context
#338 of 345
8k
tokens (~13 pages)
gemini-2.0-flash-001 — Google DeepMind,Google
Quality
#40 of 61
53based on 3 of 6 evaluations
Known Good Index
Speed
unranked
Output tokens per second
Price
unranked
Blended per 1M tokens
Cache hit price
unranked
per 1M tokens
Context
unranked
tokens
Summary

On the Known Good Index, DeepSeek: R1 Distill Llama 70B scores 52 and gemini-2.0-flash-001 scores 53, which puts them level. They share 10 published evaluations, with DeepSeek: R1 Distill Llama 70B ahead on 3 and gemini-2.0-flash-001 ahead on 7.

Published pricing is tracked for DeepSeek: R1 Distill Llama 70B only, at $0.80 per 1M tokens blended.

DeepSeek: R1 Distill Llama 70B is open weights under Open weights (unrestricted); gemini-2.0-flash-001 is proprietary. 1 tracked host serve one or both.

Generated from tracked data on 26 Jul 2026 · how these comparisons are computed →

At a glance
MetricDeepSeek: R1 Distill Llama 70Bgemini-2.0-flash-001
Known Good Index 52 based on 3 of 6 evaluations 53 based on 3 of 6 evaluations
Blended $/1M $0.80
Output tok/s 24
Context window 8k
Providers 1 0
Jump to section

Quality

Known Good Index and the capability indices, side by side

IndicesComponents
Index scores

Each index is min-max normalised across tracked models and scaled 0–100 from published evaluations. We do not run these evaluations.

MetricDeepSeek: R1 Distill Llama 70Bgemini-2.0-flash-001
Known Good Index 52 53
Mathematics Index 71 57
Science Index 52 63
Reasoning Index 59 56
Openness Index 60 5
The Known Good

Quality Breakdown

Every evaluation both models report a published score for

Evaluations both models report

Bar = DeepSeek: R1 Distill Llama 70B · marker = gemini-2.0-flash-001 · scores ingested from Epoch AI (CC-BY 4.0), LiveBench (Apache-2.0)

GPQA Diamond56 / 64
MATH / AIME51 / 31
LiveBench54 / 61
LiveBench Coding52 / 54
LiveBench Data Analysis56 / 68
LiveBench Instruction Following70 / 86
LiveBench Language24 / 41
LiveBench Mathematics58 / 66
LiveBench Reasoning68 / 55
MATH Level 590 / 82

Right-hand figures read DeepSeek: R1 Distill Llama 70B / gemini-2.0-flash-001. DeepSeek: R1 Distill Llama 70B leads on 3 of 10, gemini-2.0-flash-001 on 7.

The Known Good

Arena Elo

Human preference rating from blind pairwise votes

Arena ratings

Elo from blind pairwise votes, ingested from Arena. Higher is better.

MetricDeepSeek: R1 Distill Llama 70Bgemini-2.0-flash-001
Text Arena 1,354
Text Arena (style controlled) 1,360
The Known Good

Price & Cost

Published API pricing by token type

Per token typeCache discount
Published pricing

USD per 1M tokens. Blended is a 3:1 input:output mix. Live from OpenRouter, cross-checked against models.dev. Lower is better.

MetricDeepSeek: R1 Distill Llama 70Bgemini-2.0-flash-001
Input $/1M $0.80
Output $/1M $0.80
Blended $/1M $0.80
Cache read $/1M
The Known Good
We publish blended price rather than cost-per-task. Cost-per-task requires token counts from an evaluation suite we do not run. Blended price is computed from published rates and is fully reproducible — see the pricing methodology.

Context Window

Maximum input accepted and maximum output emitted

Context and output limits

Provider-declared limits, from metadata via models.dev and OpenRouter. Higher is better.

MetricDeepSeek: R1 Distill Llama 70Bgemini-2.0-flash-001
Context window 8k
Max output tokens 8k
The Known Good

Speed & Latency

Median throughput and time to first token across hosting providers

Output speedTime to first token
Throughput and latency

Medians across all tracked providers, derived from OpenRouter endpoint telemetry.

MetricDeepSeek: R1 Distill Llama 70Bgemini-2.0-flash-001
Output tokens/s 24
Time to first token 0.8s
The Known Good

Providers

Which hosts serve each model, and at what price and speed

1 host
Full provider benchmarks →
Provider DeepSeek: R1 Distill Llama 70B blendedDeepSeek: R1 Distill Llama 70B tok/s gemini-2.0-flash-001 blendedgemini-2.0-flash-001 tok/s
Novita $0.80 27

Per-host pricing and telemetry from OpenRouter. A dash means that host does not serve that model.

The Known Good
Sources for this page
Pricing & providers — OpenRouter Metadata — models.dev Benchmarks — Epoch AI (CC-BY 4.0)Benchmarks — LiveBench (Apache-2.0)Elo — Arena Full attribution →