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Hy4 preview vs Ling 3.0 Flash Fin

Hy4 preview and Ling 3.0 Flash Fin are closely matched at 51.0 and 43.3 on the LLM Stats Score.

Tencent · InclusionAI · Updated for 2026

Which is better?

Hy4 preview and Ling 3.0 Flash Fin are closely matched on the overall LLM Stats Score at 51.0 and 43.3.

In the 1 individual benchmarks reported for both models, Hy4 preview wins 1; this is a narrower head-to-head signal than the composite indexes.

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

Choose Hy4 preview

  • you value its reported benchmark strengths — it wins 1 of 1 exact shared results
  • you need open weights you can self-host or fine-tune

Choose Ling 3.0 Flash Fin

  • you want the most recent training data — it shipped Sep 2026

At a glance

The differences that matter most.

Hy4 preview
Tencent
Ling 3.0 Flash Fin
InclusionAI
Core performance indexes
LLM Stats Score
51.0
#13
43.3
#39
Reasoning
50.8
#10
44.7
#32
Agents
36.8
#14
29.5
#35
Cost, coverage & limits
Benchmark wins
1 of 1
0 of 1
Input price
— / M
$0.06 / M
Output price
— / M
$0.18 / M
Context window
—
262,144

Capability indexes

Additional strengths measured across groups of related public benchmarks

1 shared
Index
Hy4 preview
Ling 3.0 Flash Fin
Tool use
31.3#10
20.5#56
Conservative TrueSkill rating · higher is betterHow scores work

Individual benchmarks

32 reported for Hy4 preview · 6 for Ling 3.0 Flash Fin

1 shared

Hy4 preview outperforms in 1 benchmarks (APEX-Agents), while Ling 3.0 Flash Fin is better at 0 benchmarks.

Hy4 preview significantly outperforms across most benchmarks.

Tue Sep 08 2026 • llm-stats.com

Human preference

Blind head-to-head votes and playground preference scores

Model Size

Parameter count comparison

646.0B diff

Hy4 preview has 646.0B more parameters than Ling 3.0 Flash Fin, making it 521.0% larger.

Tencent
Hy4 preview
770.0Bparameters
InclusionAI
Ling 3.0 Flash Fin
124.0Bparameters
770.0B
Hy4 preview
124.0B
Ling 3.0 Flash Fin

Context Window

Maximum input and output token capacity

Only Ling 3.0 Flash Fin specifies input context (262,144 tokens). Only Ling 3.0 Flash Fin specifies output context (262,144 tokens).

Tencent
Hy4 preview
Input- tokens
Output- tokens
InclusionAI
Ling 3.0 Flash Fin
Input262,144 tokens
Output262,144 tokens
Tue Sep 08 2026 • llm-stats.com

Release Timeline

When each model was launched

Hy4 preview was released on 2026-08-28, while Ling 3.0 Flash Fin was released on 2026-09-03.

Ling 3.0 Flash Fin is 0 month newer than Hy4 preview.

Hy4 preview

Aug 28, 2026

1 weeks ago

Ling 3.0 Flash Fin

Sep 3, 2026

5 days ago

6d 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?Start an Issue discussion→

Judge for yourself.

Run your own prompts against Hy4 preview and Ling 3.0 Flash Fin side-by-side, then vote on the output you prefer.

Hy4 preview
✓ Preferred
Ling 3.0 Flash Fin
Open in Playground

FAQ

Common questions about Hy4 preview vs Ling 3.0 Flash Fin.

Which is better, Hy4 preview or Ling 3.0 Flash Fin?

Hy4 preview and Ling 3.0 Flash Fin are closely matched on the LLM Stats Score at 51.0 and 43.3. Hy4 preview is made by Tencent and Ling 3.0 Flash Fin is made by InclusionAI. The best choice depends on your use case — compare their capability indexes, individual benchmarks, pricing, and limits above.

How does Hy4 preview compare to Ling 3.0 Flash Fin in benchmarks?

Hy4 preview scores GPQA: 92.3%, Terminal-Bench 2.1: 85.4%, WideSearch: 83.9%, MCP Atlas: 83.7%, SWE-bench Multilingual: 82.9%. Ling 3.0 Flash Fin scores SpreadSheetBench-v1: 86.5%, Finance Agent v1.1: 69.2%, Finance Agent v2: 59.8%, Tau3 Banking: 41.0%, APEX-Agents: 29.2%.

What are the context window sizes for Hy4 preview and Ling 3.0 Flash Fin?

Hy4 preview supports an unknown number of tokens and Ling 3.0 Flash Fin supports 262K tokens. A larger context window lets you process longer documents, conversations, or codebases in a single request.

What are the main differences between Hy4 preview and Ling 3.0 Flash Fin?

Key differences include LLM Stats Score (51.0 vs 43.3), licensing (Apache 2.0 vs Unknown). See the full comparison above for benchmark-by-benchmark results.

Who makes Hy4 preview and Ling 3.0 Flash Fin?

Hy4 preview is developed by Tencent and Ling 3.0 Flash Fin is developed by InclusionAI.

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