vs
8:1
overall capability wins (0 ties across 9 scored). Ling-3.0 Flash leads overall.
- Reasoning4:1
- Coding2:0
- Tool use1:0
- Composite indices2:0
- Specs1:0
Verdict
Ling-3.0 Flash leads coding (widest gap: +28.1 on TermBench); Ling-3.0 Flash offers ~2.0x larger context (262K vs 128K); Ling-3.0 Flash ships open weights (MIT).
- Ling-3.0 Flash leads coding (widest gap: +28.1 on TermBench)
- Ling-3.0 Flash offers ~2.0x larger context (262K vs 128K)
- Ling-3.0 Flash ships open weights (MIT)
Cost for 1M in + 250K out
Illustrative chat workload at primary-provider list prices.
- Ling-3.0 Flash
- -
- Mercury 2
- $0.44
Price per 1M tokens
Full comparison
Organization
InclusionAI
Inception Labs
Family
Other
Other
License
MIT
Proprietary
Open weights
Yes
No
Release
Aug 4, 2026
Sep 1, 2026
Knowledge cutoff
-
-
API / provider
No primary API price listed
Inception Labs
Modalities
text → text
text → text
Specs
Context window
262K
128K
Max output
-
-
Parameters
124B (5.1B act.)
—
Pricing
Input $/1M
—
$0.25
Output $/1M
—
$0.75
Blended $/1M (3∶1)
-
$0.38
Speed
tok/s
-
-
TTFT (s)
-
-
Reasoning
MMLU-Pro
—
—
GPQA Diamond
85.5
77.0
Humanity's Last Exam
23.7
17.1
AIME 2025
—
—
MATH-500
—
—
Humanity's Last Exam (with tools)
—
—
AA-Omniscience Accuracy
18.2
21.2
AA-LCR v1.1
73.0
43.7
CritPt
1.7
0.8
MMMU-Pro
—
—
IFBench
—
69.8
Chartography
—
—
Chartography (With Tools)
—
—
Coding
SWE-bench Verified
—
—
SWE-bench Pro
56.6
—
SWE-bench Multilingual
72.4
—
LiveCodeBench
—
—
Terminal-Bench 2.1
55.4
27.3
Aider Polyglot
—
—
Terminal-Bench 3
—
—
BigCodeBench
—
—
SciCode
42.0
37.7
CursorBench
—
—
SWE-Rebench
—
—
NL2Repo-Bench
—
—
DeepSWE
—
—
WebDev Arena
—
1,167
Terminal-Bench 4.0
—
—
CursorBench 4.0
—
—
FrontierCode v1.1 (Main)
—
—
Arena
LMArena Elo
—
—
| Metric | Ling-3.0 Flash | Mercury 2 | Delta |
|---|---|---|---|
| Identity | |||
| Organization | InclusionAI | Inception Labs | — |
| Family | Other | Other | — |
| License | MIT | Proprietary | — |
| Open weights | Yes | No | — |
| Release | Aug 4, 2026 | Sep 1, 2026 | — |
| Knowledge cutoff | - | - | — |
| API / provider | No primary API price listed | Inception Labs | — |
| Modalities | text → text | text → text | — |
| Specs | |||
| Context window | 262K | 128K | A +134K |
| Max output | - | - | — |
| Parameters | 124B (5.1B act.) | — | — |
| Pricing | |||
| Input $/1M | — | $0.25 | — |
| Output $/1M | — | $0.75 | — |
| Blended $/1M (3∶1) | - | $0.38 | — |
| Speed | |||
| tok/s | - | - | — |
| TTFT (s) | - | - | — |
| Reasoning | |||
| MMLU-Pro | — | — | — |
| GPQA Diamond | 85.5 | 77.0 | A +8.5 pts |
| Humanity's Last Exam | 23.7 | 17.1 | A +6.6 pts |
| AIME 2025 | — | — | — |
| MATH-500 | — | — | — |
| Humanity's Last Exam (with tools) | — | — | — |
| AA-Omniscience Accuracy | 18.2 | 21.2 | B +3.0 pts |
| AA-LCR v1.1 | 73.0 | 43.7 | A +29.3 pts |
| CritPt | 1.7 | 0.8 | A +0.9 pts |
| MMMU-Pro | — | — | — |
| IFBench | — | 69.8 | — |
| Chartography | — | — | — |
| Chartography (With Tools) | — | — | — |
| Coding | |||
| SWE-bench Verified | — | — | — |
| SWE-bench Pro | 56.6 | — | — |
| SWE-bench Multilingual | 72.4 | — | — |
| LiveCodeBench | — | — | — |
| Terminal-Bench 2.1 | 55.4 | 27.3 | A +28.1 pts |
| Aider Polyglot | — | — | — |
| Terminal-Bench 3 | — | — | — |
| BigCodeBench | — | — | — |
| SciCode | 42.0 | 37.7 | A +4.3 pts |
| CursorBench | — | — | — |
| SWE-Rebench | — | — | — |
| NL2Repo-Bench | — | — | — |
| DeepSWE | — | — | — |
| WebDev Arena | — | 1,167 | — |
| Terminal-Bench 4.0 | — | — | — |
| CursorBench 4.0 | — | — | — |
| FrontierCode v1.1 (Main) | — | — | — |
| Arena | |||
| LMArena Elo | — | — | — |
Ling-3.0 Flash
- Context
- 262K
- Parameters
- 124B (5.1B act.)
- Price
- —
- Speed
- —
- Modalities
- text → text
- License
- MIT
InclusionAI / Ant Ling hybrid-linear MoE (124B total / 5.1B active, MIT) with native 256K context, default thinking mode, and open BF16/FP8 weights. Official Hugging Face eval results include SWE-bench Pro 56.6, SWE-bench Multilingual 72.4, and HLE 22.7.
Mercury 2
- Context
- 128K
- Parameters
- —
- Price
- $0.25 / $0.75
- Speed
- —
- Modalities
- text → text
- License
- Proprietary
Inception Labs' diffusion-based (non-autoregressive) reasoning LLM, API-only with a 128K context window and high-throughput inference on Blackwell GPUs.
Benchmark charts
Winner bars are emphasized. Per-benchmark deltas sit above each chart.