Decision support
Ling 3.0 Flash Fin vs Nex-N2.5-Mini
Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.
Benchmark results
No benchmark results have been matched to these models yet.
Model specifications
Release date
August 27, 2026
September 8, 2026
Context window
262K
262K
Native context
—
—
Max output tokens
32,768
235,929
Knowledge cutoff
—
—
Open weights
Open weights
Open weights
Parameter count
127B
35.1B
API pricing · USD per 1M tokens
Input
$0.042
$0.025
Output
$0.1232
$0.10
Cached input
$0.0084
$0.0025
Cache write
—
—
Capabilities and modalities
Input modalities
text
text, image
Output modalities
text
text
Tool calling
Supported
—
Reasoning option
Supported
Supported
Supported options
frequency_penalty, include_reasoning, logprobs, max_tokens, presence_penalty, reasoning, repetition_penalty, seed, stop, temperature, tool_choice, tools, top_k, top_logprobs, top_p
include_reasoning, logprobs, max_tokens, reasoning, reasoning_effort, structured_outputs, temperature, top_k, top_logprobs, top_p
Capabilities
—
—
Architecture and availability
Architecture
—
—
Model families
—
—
Tokenizer
Other
Qwen3
Instruction format
—
—
License
MIT
—
Providers
1
1
Provider endpoints
1
1
Ollama variants
0
0
Metadata source
ai-research
ai-research
A dash means the field is not reported. Provider-specific performance and pricing may differ.