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GPT OSS 120B High vs Ling 3.0 Flash

Ling 3.0 Flash leads the LLM Stats Score 36.5 to 25.5. Ling 3.0 Flash is 2.2x cheaper per token.

OpenAI · InclusionAI · Updated for 2026

Which is better?

Ling 3.0 Flash leads the overall LLM Stats Score 36.5 to 25.5, ranking #75 overall.

In the 2 individual benchmarks reported for both models, Ling 3.0 Flash wins 2; this is a narrower head-to-head signal than the composite indexes.

On price, Ling 3.0 Flash is roughly 2.2x cheaper per token on a blended 3:1 input/output basis, which adds up quickly at production volume.

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

Choose GPT OSS 120B High

  • you need open weights you can self-host or fine-tune

Choose Ling 3.0 Flash

  • overall performance matters — it scores 36.5 and ranks #75 on LLM Stats
  • your work emphasizes reasoning — it leads those capability indexes
  • you value its reported benchmark strengths — it wins 2 of 2 exact shared results
  • cost matters — it's about 2.2x cheaper per token
  • you want the most recent training data — it shipped Aug 2026

At a glance

The differences that matter most.

Core performance indexes
25.5
#155
36.5
#75
25.7
#148
35.6
#77
3.1
#161
19.7
#61
Cost, coverage & limits
Benchmark wins
0 of 2
2 of 2
Input price
$0.10 / M
$0.06 / M
Output price
$0.50 / M
$0.18 / M
Context window
131,072
131,072

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
GPT OSS 120B High
Ling 3.0 Flash
24.1#119
29.8#79
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

7 reported for GPT OSS 120B High · 19 for Ling 3.0 Flash

2 shared

GPT OSS 120B High outperforms in 0 benchmarks, while Ling 3.0 Flash is better at 2 benchmarks (IFBench, LiveCodeBench v6).

Ling 3.0 Flash significantly outperforms across most benchmarks.

Tue Sep 08 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Pricing Analysis

Price comparison per million tokens

Ling 3.0 Flash costs less

For input processing, GPT OSS 120B High ($0.10/1M tokens) is 1.7x more expensive than Ling 3.0 Flash ($0.06/1M tokens).

For output processing, GPT OSS 120B High ($0.50/1M tokens) is 2.8x more expensive than Ling 3.0 Flash ($0.18/1M tokens).

In conclusion, GPT OSS 120B High is more expensive than Ling 3.0 Flash.*

* Using a 3:1 ratio of input to output tokens

Lowest available price from all providers
Tue Sep 08 2026 • llm-stats.com
OpenAI
GPT OSS 120B High
Input tokens$0.10
Output tokens$0.50
Best providerOpenAI
InclusionAI
Ling 3.0 Flash
Input tokens$0.06
Output tokens$0.18
Best providerDeepinfra
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Model Size

Parameter count comparison

7.2B diff

Ling 3.0 Flash has 7.2B more parameters than GPT OSS 120B High, making it 6.2% larger.

OpenAI
GPT OSS 120B High
116.8Bparameters
InclusionAI
Ling 3.0 Flash
124.0Bparameters
116.8B
GPT OSS 120B High
124.0B
Ling 3.0 Flash

Context Window

Maximum input and output token capacity

Both models have the same input context window of 131,072 tokens. Both models can generate responses up to 131,072 tokens.

OpenAI
GPT OSS 120B High
Input131,072 tokens
Output131,072 tokens
InclusionAI
Ling 3.0 Flash
Input131,072 tokens
Output131,072 tokens
Tue Sep 08 2026 • llm-stats.com

Release Timeline

When each model was launched

GPT OSS 120B High was released on 2025-08-05, while Ling 3.0 Flash was released on 2026-08-04.

Ling 3.0 Flash is 12 months newer than GPT OSS 120B High.

GPT OSS 120B High

Aug 5, 2025

1.1 years ago

Ling 3.0 Flash

Aug 4, 2026

1 months ago

12mo 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

Provider Availability

GPT OSS 120B High is available from OpenAI, Fireworks. Ling 3.0 Flash is available from DeepInfra.

GPT OSS 120B High

openai logo
OpenAI
Input Price:Input: $0.10/1MOutput Price:Output: $0.50/1M
fireworks logo
Fireworks
Input Price:Input: $0.15/1MOutput Price:Output: $0.60/1M

Ling 3.0 Flash

deepinfra logo
Deepinfra
Input Price:Input: $0.06/1MOutput Price:Output: $0.18/1M
* Prices shown are per million tokens

Outputs Comparison

Notice missing or incorrect data?Start an Issue discussion

Judge for yourself.

Run your own prompts against GPT OSS 120B High and Ling 3.0 Flash side-by-side, then vote on the output you prefer.

GPT OSS 120B High
✓ Preferred
Ling 3.0 Flash
Open in Playground

FAQ

Common questions about GPT OSS 120B High vs Ling 3.0 Flash.

Which is better, GPT OSS 120B High or Ling 3.0 Flash?

Ling 3.0 Flash leads the LLM Stats Score 36.5 to 25.5. GPT OSS 120B High is made by OpenAI and Ling 3.0 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 GPT OSS 120B High compare to Ling 3.0 Flash in benchmarks?

GPT OSS 120B High scores AIME 2025: 92.5%, MMMLU: 83.8%, LiveCodeBench v6: 81.9%, GPQA: 80.9%, MMLU-Pro: 80.7%. Ling 3.0 Flash scores AIME 2026: 93.2%, Multi-IF: 87.7%, HMMT Feb 26: 87.0%, IMO-AnswerBench: 83.7%, LiveCodeBench v6: 82.8%.

Is GPT OSS 120B High cheaper than Ling 3.0 Flash?

Ling 3.0 Flash is 1.7x cheaper for input tokens. GPT OSS 120B High costs $0.10/M input and $0.50/M output via openai. Ling 3.0 Flash costs $0.06/M input and $0.18/M output via deepinfra.

What are the context window sizes for GPT OSS 120B High and Ling 3.0 Flash?

GPT OSS 120B High supports 131K tokens and Ling 3.0 Flash supports 131K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between GPT OSS 120B High and Ling 3.0 Flash?

Key differences include LLM Stats Score (25.5 vs 36.5), input pricing ($0.10 vs $0.06/M), licensing (Apache 2.0 vs Unknown). See the full comparison above for benchmark-by-benchmark results.

Who makes GPT OSS 120B High and Ling 3.0 Flash?

GPT OSS 120B High is developed by OpenAI and Ling 3.0 Flash is developed by InclusionAI.