Compare / head-to-head

Dola Seed 2.0 LitevsGPT-5.4

GPT-5.4 leads 4 of 4 shared benchmarks. Dola Seed 2.0 Lite is 7.8x cheaper per token. GPT-5.4 has the larger context window (1.1M tokens).

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

Shared benchmarks
0 – 4
GPT-5.4 leads
Cheaper per token
Dola Seed 2.0 Lite
7.8x cheaper, input + output
Larger context
GPT-5.4
1.1M tokens
Providers
2 providers
ByteDance Seed · OpenAI
Dola Seed 2.0 Lite
ByteDance Seed · released 2026-02-14
textvisionaudiovideo
Context
256K
Max out
128K
Input /1M
$0.25 ↗
Output /1M
$2 ↗
Cached /1M
$0.05
Scores
15 · 7 core
GPT-5.4
OpenAI · released 2026-03-05
textvision
Context
1.1M
Max out
128K
Input /1M
$2.5 ↗
Output /1M
$15 ↗
Cached /1M
$0.25
Scores
50 · 14 core
Quality

Benchmark matrix

BenchmarkDola Seed 2.0 LiteGPT-5.4ΔEdge
Reported by both · 4
GPQA Diamond85.1% ↗92.8% ↗-7.7 ptGPT-5.4
BrowseComp72.1% ↗82.7% ↗-10.6 ptGPT-5.4
SimpleQA Verified24% ↗45.1% ↗epoch run-21.1 ptGPT-5.4
SWE-Bench Pro46% ↗57.7% ↗-11.7 ptGPT-5.4
Only Dola Seed 2.0 Lite reports · 11
MMLU-Pro87.7% ↗not reported——
AIME 202593% ↗not reported——
ARC-AGI-214.8% ↗not reported——
HLE (no tool, text only)28.2% ↗not reported——
LiveCodeBench (v6)81.7% ↗not reported——
MMMU83.7% ↗not reported——
SWE Bench Verified73.5% ↗not reported——
SWE Multilingual64.4% ↗not reported——
Terminal Bench 2.0 (Terminus2)45% ↗not reported——
WideSearch74.5% ↗not reported——
τ2-Bench (retail)90.9% ↗not reported——
Only GPT-5.4 reports · 38
AIME 2026not reported99.2% ↗matharena ⚠——
Humanity's Last Exam (no tools)not reported39.8% ↗——
LMArena Elonot reported1452.6 ↗——
APEX-Agents (Mercor)not reported52.4% ↗——
Chess Puzzles (Epoch AI run)not reported44% ↗epoch run——
DeepSWE v1.1 (Datacurve)not reported51.8% ↗——
EBR-bench (Epoch AI run)not reported25.4% ↗epoch run——
FrontierMath Tier 4 v2 (Epoch AI run)not reported49% ↗epoch run——
FrontierMath Tiers 1-3 v2 (Epoch AI run)not reported78.6% ↗epoch run——
Furniture Assembly (Epoch AI run)not reported37.5% ↗epoch run——
GDPval (wins or ties)not reported83% ↗——
GSO Opt@1 (GSO)not reported30.4% ↗——
Humanity's Last Exam (with tools)not reported52.1% ↗——
LiveBench Agentic Coding (LiveBench)not reported53.8% ↗——
LiveBench Coding (LiveBench)not reported77.5% ↗——
LiveBench Data Analysis (LiveBench)not reported79.3% ↗——
LiveBench Instruction Following (LiveBench)not reported70.2% ↗——
LiveBench Language (LiveBench)not reported82.6% ↗——
LiveBench Mathematics (LiveBench)not reported94.1% ↗——
LiveBench Reasoning (LiveBench)not reported88.1% ↗——
LMArena Agent (LMArena)not reported0.0105 ↗——
LMArena Vision (LMArena)not reported1283.8 ↗——
LMArena WebDev (LMArena)not reported1395.1 ↗——
MCP Atlasnot reported67.2% ↗——
MirrorCode (Epoch AI run)not reported15.6% ↗epoch run——
MMMU-Pro (no tools)not reported81.2% ↗——
MMMU-Pro (with tools)not reported82.1% ↗——
Mystery Game Puzzles (Epoch AI run)not reported37% ↗epoch run——
OSWorld-Verifiednot reported75% ↗——
OTIS Mock AIME 2024-2025 (Epoch AI run)not reported97.8% ↗epoch run——
SAGE (Vals AI)not reported43.3% ↗——
SWE-bench Verified (Epoch AI run)not reported76.9% ↗epoch run——
tau2-bench Banking Knowledge (Sierra)not reported39.4% ↗——
Tau2-bench Telecomnot reported98.9% ↗——
Terminal-Bench 2.0not reported75.1% ↗——
Toolathlonnot reported54.6% ↗——
Vending-Bench 2 (Andon Labs)not reported6144.18 ↗——
WeirdML (Håvard Tveit Ihle)not reported77.7% ↗——
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 Dola Seed 2.0 Lite minus GPT-5.4 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

SpecDola Seed 2.0 LiteGPT-5.4Edge
Context window256K tokens1.1M tokensGPT-5.4
Max output128K tokens128K tokensTie
Input price / 1M$0.25 ↗$2.5 ↗Dola Seed 2.0 Lite
Output price / 1M$2 ↗$15 ↗Dola Seed 2.0 Lite
Cached input / 1M$0.05 ↗$0.25 ↗Dola Seed 2.0 Lite
Input + output / 1M
Lower is cheaper. List prices; batch, tool and regional fees excluded.
$2.25$17.5Dola Seed 2.0 Lite
Modalitiestext · vision · audio · videotext · visionDola Seed 2.0 Lite
Released2026-02-142026-03-05—
Cited benchmark scores1550—
Reliability

Provider status

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