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Grok-2 vs Ling 3.1 Flash

Ling 3.1 Flash leads the LLM Stats Score 51.1 to 11.4.

xAI · InclusionAI · Updated for 2026

Which is better?

Ling 3.1 Flash leads the overall LLM Stats Score 51.1 to 11.4, ranking #14 overall.

Based on current LLM Stats indexes, shared benchmarks, pricing, and model metadata for 2026.

Choose Grok-2

  • you want predictable pricing at $2.00/M input and $10.00/M output

Choose Ling 3.1 Flash

  • overall performance matters — it scores 51.1 and ranks #14 on LLM Stats
  • your work emphasizes reasoning and coding — it leads those capability indexes
  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Grok-2
xAI
Ling 3.1 Flash
InclusionAI
Core performance indexes
LLM Stats Score
11.4
#272
51.1
#14
Reasoning
11.4
#269
47.7
#25
Coding
9.1
#187
39.2
#17
Cost, coverage & limits
Benchmark wins
—
—
Input price
$2.00 / M
— / M
Output price
$10.00 / M
— / M
Context window
128,000
—

Individual benchmarks

8 reported for Grok-2 · 11 for Ling 3.1 Flash

No common benchmarks found

Grok-2 and Ling 3.1 Flashdon't have any common benchmark datasets to compare. They may have been evaluated on different testing suites.

Human preference

Blind head-to-head votes and playground preference scores

Context Window

Maximum input and output token capacity

Only Grok-2 specifies input context (128,000 tokens). Only Grok-2 specifies output context (8,000 tokens).

xAI
Grok-2
Input128,000 tokens
Output8,000 tokens
InclusionAI
Ling 3.1 Flash
Input- tokens
Output- tokens
Wed Oct 07 2026 • llm-stats.com

Input capabilities

Documented input modalities across available providers

Grok-2 supports multimodal inputs, whereas Ling 3.1 Flash does not.

Grok-2 can handle both text and other forms of data like images, making it suitable for multimodal applications.

Grok-2

Text
Images
Audio
Video

Ling 3.1 Flash

Text
Images
Audio
Video

Release Timeline

When each model was launched

Grok-2 was released on 2024-08-13, while Ling 3.1 Flash was released on 2026-09-30.

Ling 3.1 Flash is 26 months newer than Grok-2.

Grok-2

Aug 13, 2024

2.2 years ago

Ling 3.1 Flash

Sep 30, 2026

1 weeks ago

2.1yr newer

Knowledge Cutoff

When training data ends

Neither model specifies a knowledge cutoff date.

Unable to compare the recency of their training data.

No cutoff dates available

Outputs Comparison

Notice missing or incorrect data?

Judge for yourself.

Run your own prompts against Grok-2 and Ling 3.1 Flash side-by-side, then vote on the output you prefer.

Grok-2
✓ Preferred
Ling 3.1 Flash
Open in Playground

FAQ

Common questions about Grok-2 vs Ling 3.1 Flash.

Which is better, Grok-2 or Ling 3.1 Flash?

Ling 3.1 Flash leads the LLM Stats Score 51.1 to 11.4. Grok-2 is made by xAI and Ling 3.1 Flash is made by InclusionAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Grok-2 compare to Ling 3.1 Flash in benchmarks?

Grok-2 scores DocVQA: 93.6%, HumanEval: 88.4%, MMLU: 87.5%, MATH: 76.1%, MMLU-Pro: 75.5%. Ling 3.1 Flash scores CyberGym: 87.9%, DRACO: 85.5%, FrontierSWE: 75.2%, Multi-Challenge: 69.8%, SkillsBench: 68.7%.

What are the context window sizes for Grok-2 and Ling 3.1 Flash?

Grok-2 supports 128K tokens and Ling 3.1 Flash supports an unknown number of tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Grok-2 and Ling 3.1 Flash?

Key differences include LLM Stats Score (11.4 vs 51.1), multimodal support (yes vs no), licensing (Proprietary vs Unknown). See the full comparison above for benchmark-by-benchmark results.

Who makes Grok-2 and Ling 3.1 Flash?

Grok-2 is developed by xAI and Ling 3.1 Flash is developed by InclusionAI.

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