Longcat Flash Chat 2602 ExpvsLlama 3.1 Nemotron Ultra 253b V1

Longcat Flash Chat 2602 Exp leads the overall Podium Score by 5.0 points (72.0 vs 67.0).Category wins: Longcat Flash Chat 2602 Exp 0 — 0 Llama 3.1 Nemotron Ultra 253b V1.Llama 3.1 Nemotron Ultra 253b V1 is the cheaper pick ($0/M vs $3/M per 1M output tokens). Longcat Flash Chat 2602 Exp is faster (50 t/s vs 50 t/s).

Key VerdictAggregated 2026 Benchmark Analysis

Longcat Flash Chat 2602 Exp is rated higher overall with a Podium Score of 72.0 (vs 67.0 for Llama 3.1 Nemotron Ultra 253b V1). Both models show closely matched capabilities across domain benchmarks.

Coding & Engineering
Comparable
Inference Speed
Longcat Flash Chat 2602 Exp (50 t/s)
Cost Efficiency
Llama 3.1 Nemotron Ultra 253b V1 ($0/M/M)
MetricLongcat Flash Chat 2602 ExpLlama 3.1 Nemotron Ultra 253b V1
Podium Score72.0 ▲67.0
Arena Elo
Intelligence Index
Coding
Math
Reasoning
Agentic
Knowledge
Multimodal
Long-context
Output speed50 t/s50 t/s
Output price$3/M$0/M ▲
Context window128K128K
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