Model comparison
GPT-4.1 vs Seed-2.0-Lite
Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.
Public leaderboard positions: GPT-4.1 #111 (Supported); Seed-2.0-Lite #126 (Estimated). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.
Evidence parity. GPT-4.1 and Seed-2.0-Lite share 0 comparable benchmark results. 0 of 8 categories are comparable. 20 results are unique to GPT-4.1; 0 to Seed-2.0-Lite.
Updated July 28, 2026- Shared results
- 0
- GPT-4.1 only
- 20
- Seed-2.0-Lite only
- 0
- Comparable categories
- 0 / 8
Benchmark data for GPT-4.1 and Seed-2.0-Lite is coming soon on BenchLM.
Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.
Why this result
BenchLM does not have sourced benchmark coverage for Seed-2.0-Lite yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.
GPT-4.1 has the larger context window at 1M, compared with 256K for Seed-2.0-Lite.
Operational comparison
Runtime and commercial metrics are compared only when both models have a complete sourced value.
| Metric | GPT-4.1 | Seed-2.0-Lite | Comparison |
|---|---|---|---|
| Input / output priceUSD per 1M tokens | GPT-4.1$2 input / $8 output | Seed-2.0-LiteNot available | A complete price comparison is not available. |
| Generation speedtokens per second | GPT-4.1108 tok/s | Seed-2.0-LiteNot available | A complete speed comparison is not available. |
| First-answer latencyseconds to first token | GPT-4.11.02 s | Seed-2.0-LiteNot available | A complete latency comparison is not available. |
| Context windowmaximum listed tokens | GPT-4.11M | Seed-2.0-Lite256K | GPT-4.1 lists the larger context window. |
Benchmark Deep Dive
Agentic2 benchmarks
Coding2 benchmarks
Reasoning2 benchmarks
Knowledge8 benchmarks
| Benchmark | GPT-4.1 | Seed-2.0-Lite | Result |
|---|---|---|---|
| MMLUSource | 90.2% | — | Not comparable |
| GPQASource | 66.3% | — | Not comparable |
| Artificial Analysis Intelligence IndexSource | 19.4% | — | Not comparable |
| AA-GPQA DiamondSource | 66.6% | — | Not comparable |
| AA-HLESource | 4.6% | — | Not comparable |
| AA-Omniscience IndexSource | -36.2% | — | Not comparable |
| AA-Omniscience AccuracySource | 24.2% | — | Not comparable |
| AA-Omniscience Hallucination RateSource | 79.6% | — | Not comparable |
Math2 benchmarks
Multimodal2 benchmarks
Frequently Asked Questions (3)
Can I compare GPT-4.1 and Seed-2.0-Lite on BenchLM yet?
Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.
Why does this comparison show “coming soon”?
BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.
What data is available for GPT-4.1 and Seed-2.0-Lite today?
GPT-4.1: $2.00 input / $8.00 output per 1M tokens Seed-2.0-Lite: Pricing unavailable Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.
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