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Compare / head-to-head

LongCat 2.0vsPhi-4 Mini Reasoning

LongCat 2.0 leads 1 of 1 shared benchmark. LongCat 2.0 has the larger context window (1M tokens).

Benchmarks from cited public sources; pricing from official pages; status from official provider feeds.

Shared benchmarks
1 – 0
LongCat 2.0 leads
Cheaper per token
list price, input + output
Larger context
LongCat 2.0
1M tokens
Provider uptime (30d)
— · —
Meituan LongCat · Microsoft
LongCat 2.0
Meituan LongCat · released 2026-06-30
text
Context
1M
Max out
Input /1M
Output /1M
Cached /1M
Scores
10 · 4 core
Phi-4 Mini Reasoning
Microsoft · released 2025-04-30
text
Context
128K
Max out
128K
Input /1M
Output /1M
Cached /1M
Scores
3 · 2 core
Quality

Benchmark matrix

BenchmarkLongCat 2.0Phi-4 Mini ReasoningΔEdge
Reported by both · 1
GPQA Diamond88.9% 52% +36.9 ptLongCat 2.0
Only LongCat 2.0 reports · 9
BrowseComp79.9% not reported
FORTE73.2% not reported
IFEval90% not reported
IMO-AnswerBench81.8% not reported
RWSearch78.8% not reported
SWE-bench Multilingual77.3% not reported
SWE-bench Pro59.5% not reported
Terminal-Bench 2.170.8% not reported
Writing Bench83.8% not reported
Only Phi-4 Mini Reasoning reports · 2
AIME 2024not reported57.5%
MATH-500not reported94.6%
Scores tagged "epoch" or "matharena" are independent runs, used only where the lab has not published its own; ⚠ marks rows MathArena flags as released after the competition. Higher is better on every row. Δ is LongCat 2.0 minus Phi-4 Mini Reasoning in the benchmark's own unit. "Not reported" means the lab has not published that figure; it is not a zero. ↗ opens the source.
Specs & pricing

Side by side

SpecLongCat 2.0Phi-4 Mini ReasoningEdge
Context window1M tokens128K tokensLongCat 2.0
Max output128K tokens
Input price / 1M
Output price / 1M
Cached input / 1M
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
ModalitiestexttextTie
Released2026-06-302025-04-30
Cited benchmark scores103
Reliability

Provider status

All providers
More matchups

Phi-4 Mini Reasoning vs …

Built by Respan
Which one wins on your data?

Public benchmarks are a starting point. Run LongCat 2.0 and Phi-4 Mini Reasoning on your own prompts with Respan evals, or route to either through one gateway key with automatic failover.