vs
3:0
overall capability wins (0 ties across 3 scored). Hy4 Preview leads overall.
- Reasoning1:0
- Coding1:0
- Pricing0:3
- Specs1:0
Verdict
Hy4 Preview leads coding (widest gap: +61.1 on TermBench); Hy4 Preview offers ~3.8x larger context (1M vs 262K); Hy4 Preview ships open weights (Apache 2.0).
- Hy4 Preview leads coding (widest gap: +61.1 on TermBench)
- Hy4 Preview offers ~3.8x larger context (1M vs 262K)
- Hy4 Preview ships open weights (Apache 2.0)
- Ling-2.6 Flash is ~83.4x cheaper on a blended token basis than Hy4 Preview
Cost for 1M in + 250K out
Illustrative chat workload at primary-provider list prices.
- Hy4 Preview
- $1.46
- Ling-2.6 Flash
- $0.02
Ling-2.6 Flash is about 83.4x cheaper on this workload.
Price per 1M tokens
Full comparison
Organization
Tencent
InclusionAI
Family
Other
Other
License
Apache 2.0
Proprietary
Open weights
Yes
No
Release
Aug 28, 2026
Mar 10, 2026
Knowledge cutoff
-
-
API / provider
Tencent Cloud TokenHub
InclusionAI
Modalities
text → text
text → text
Specs
Context window
1M
262K
Max output
-
16K
Parameters
770B (49B act.)
—
Pricing
Input $/1M
$0.83
$0.01
Output $/1M
$2.50
$0.03
Blended $/1M (3∶1)
$1.25
$0.01
Speed
tok/s
-
140
TTFT (s)
-
0.2
Reasoning
MMLU-Pro
—
—
GPQA Diamond
92.3
59.3
Humanity's Last Exam
—
6.3
AIME 2025
—
—
MATH-500
—
—
Humanity's Last Exam (with tools)
—
—
AA-Omniscience Accuracy
—
15.6
AA-LCR v1.1
—
31.3
CritPt
—
—
MMMU-Pro
—
—
IFBench
—
57.4
Chartography
—
—
Chartography (With Tools)
—
—
Coding
SWE-bench Verified
—
—
SWE-bench Pro
65.7
—
SWE-bench Multilingual
82.9
—
LiveCodeBench
—
—
Terminal-Bench 2.1
85.4
24.3
Aider Polyglot
—
—
Terminal-Bench 3
—
—
BigCodeBench
—
—
SciCode
—
27.1
CursorBench
—
—
SWE-Rebench
—
—
NL2Repo-Bench
—
—
DeepSWE
64.3
—
WebDev Arena
1,624
—
Terminal-Bench 4.0
—
—
CursorBench 4.0
—
—
FrontierCode v1.1 (Main)
—
—
Arena
LMArena Elo
—
—
| Metric | Hy4 Preview | Ling-2.6 Flash | Delta |
|---|---|---|---|
| Identity | |||
| Organization | Tencent | InclusionAI | — |
| Family | Other | Other | — |
| License | Apache 2.0 | Proprietary | — |
| Open weights | Yes | No | — |
| Release | Aug 28, 2026 | Mar 10, 2026 | — |
| Knowledge cutoff | - | - | — |
| API / provider | Tencent Cloud TokenHub | InclusionAI | — |
| Modalities | text → text | text → text | — |
| Specs | |||
| Context window | 1M | 262K | A +738K |
| Max output | - | 16K | — |
| Parameters | 770B (49B act.) | — | — |
| Pricing | |||
| Input $/1M | $0.83 | $0.01 | B +$0.82 |
| Output $/1M | $2.50 | $0.03 | B +$2.47 |
| Blended $/1M (3∶1) | $1.25 | $0.01 | B +$1.24 |
| Speed | |||
| tok/s | - | 140 | — |
| TTFT (s) | - | 0.2 | — |
| Reasoning | |||
| MMLU-Pro | — | — | — |
| GPQA Diamond | 92.3 | 59.3 | A +33.0 pts |
| Humanity's Last Exam | — | 6.3 | — |
| AIME 2025 | — | — | — |
| MATH-500 | — | — | — |
| Humanity's Last Exam (with tools) | — | — | — |
| AA-Omniscience Accuracy | — | 15.6 | — |
| AA-LCR v1.1 | — | 31.3 | — |
| CritPt | — | — | — |
| MMMU-Pro | — | — | — |
| IFBench | — | 57.4 | — |
| Chartography | — | — | — |
| Chartography (With Tools) | — | — | — |
| Coding | |||
| SWE-bench Verified | — | — | — |
| SWE-bench Pro | 65.7 | — | — |
| SWE-bench Multilingual | 82.9 | — | — |
| LiveCodeBench | — | — | — |
| Terminal-Bench 2.1 | 85.4 | 24.3 | A +61.1 pts |
| Aider Polyglot | — | — | — |
| Terminal-Bench 3 | — | — | — |
| BigCodeBench | — | — | — |
| SciCode | — | 27.1 | — |
| CursorBench | — | — | — |
| SWE-Rebench | — | — | — |
| NL2Repo-Bench | — | — | — |
| DeepSWE | 64.3 | — | — |
| WebDev Arena | 1,624 | — | — |
| Terminal-Bench 4.0 | — | — | — |
| CursorBench 4.0 | — | — | — |
| FrontierCode v1.1 (Main) | — | — | — |
| Arena | |||
| LMArena Elo | — | — | — |
Hy4 Preview
- Context
- 1M
- Parameters
- 770B (49B act.)
- Price
- $0.83 / $2.50
- Speed
- —
- Modalities
- text → text
- License
- Apache 2.0
Tencent Hy Team's Aug 28, 2026 open-weight flagship (770B MoE / 49B active, Apache 2.0) with a 1M context window and default high reasoning effort. Text-only instruct weights on Hugging Face; hosted API at $0.834/$2.501 per 1M tokens via TokenHub and OpenRouter.
Ling-2.6 Flash
- Context
- 262K / 16K out
- Parameters
- —
- Price
- $0.01 / $0.03
- Speed
- 140 tok/s · 0.2s TTFT
- Modalities
- text → text
- License
- Proprietary
Ultra-cheap InclusionAI Flash model for high-volume Chinese/English API workloads.
Benchmark charts
Winner bars are emphasized. Per-benchmark deltas sit above each chart.