Model comparison
DeepSeek-V3.1-Terminus vs Solar Pro4
DeepSeek-V3.1-Terminus is the stronger model overall, scoring 43.1 to 42.1 on the Noometry Index.
Last verified . 10 shared benchmarks.
Summary
- They share 10 benchmarks with published results for both. DeepSeek-V3.1-Terminus scores higher in 5 categories and Solar Pro4 in 2 categories; 6 gaps are clear of the uncertainty.
- The widest gap is in writing & preference, where DeepSeek-V3.1-Terminus leads 61.0 to 56.5.
- DeepSeek-V3.1-Terminus is cheaper at $0.27 / $1 per million input/output tokens, against $0.30 / $1.20 for Solar Pro4.
- Solar Pro4 accepts more context: 524K tokens versus 164K.
- DeepSeek-V3.1-Terminus has downloadable open weights; the other is API-only.
Side by side
| DeepSeek-V3.1-Terminus | Solar Pro4 | |
|---|---|---|
| Provider | DeepSeek | Upstage |
| Noometry Index | 43.1 | 42.1 |
| Released | 2025-09-22 | 2026-08-06 |
| Weights | Open | Proprietary |
| Context window | 164K | 524K |
| Max output | 147K | 131K |
| Input $ / M tokens | $0.27 | $0.30 |
| Output $ / M tokens | $1 | $1.20 |
| Results tracked | 16 | 18 |
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Category by category
Coding DeepSeek-V3.1-Terminus leads
DeepSeek-V3.1-Terminus: 42.0 (#113), Solar Pro4: 40.1 (#149)
| Benchmark | DeepSeek-V3.1-Terminus | Solar Pro4 |
|---|---|---|
| LMArena Coding | 1426 | 1437 |
| LMArena WebDev | — | 1371 |
| SciCode | 40.6% | — |
| ALE-Bench | 745.17 | — |
Reasoning Solar Pro4 leads
DeepSeek-V3.1-Terminus: 26.4 (#133), Solar Pro4: 28.5 (#104)
| Benchmark | DeepSeek-V3.1-Terminus | Solar Pro4 |
|---|---|---|
| LMArena Hard Prompts | 1426 | 1399 |
| Kagi LLM Benchmark | 57.4% | — |
| CritPt | 1.7% | — |
| DTBench | 81.3% | — |
| LMCA | 28.6% | — |
Math Too close to call
DeepSeek-V3.1-Terminus: 38.5 (#137), Solar Pro4: 38.8 (#128)
| Benchmark | DeepSeek-V3.1-Terminus | Solar Pro4 |
|---|---|---|
| LMArena Math | 1402 | 1416 |
Knowledge Not comparable
DeepSeek-V3.1-Terminus: —, Solar Pro4: 39.8 (#129)
| Benchmark | DeepSeek-V3.1-Terminus | Solar Pro4 |
|---|---|---|
| LMArena Expert | — | 1427 |
Multilingual DeepSeek-V3.1-Terminus leads
DeepSeek-V3.1-Terminus: 52.1 (#92), Solar Pro4: 48.7 (#139)
| Benchmark | DeepSeek-V3.1-Terminus | Solar Pro4 |
|---|---|---|
| LMArena Non-English | 1407 | 1361 |
| LMArena Russian | 1436 | 1360 |
| LMArena Chinese | — | 1415 |
| LMArena French | — | 1397 |
| LMArena German | — | 1364 |
| LMArena Japanese | — | 1309 |
| LMArena Korean | — | 1382 |
| LMArena Spanish | — | 1401 |
Instruction Following DeepSeek-V3.1-Terminus leads
DeepSeek-V3.1-Terminus: 74.0 (#106), Solar Pro4: 72.7 (#132)
| Benchmark | DeepSeek-V3.1-Terminus | Solar Pro4 |
|---|---|---|
| LMArena Instruction Following | 1404 | 1377 |
Long Context DeepSeek-V3.1-Terminus leads
DeepSeek-V3.1-Terminus: 43.4 (#97), Solar Pro4: 42.1 (#130)
| Benchmark | DeepSeek-V3.1-Terminus | Solar Pro4 |
|---|---|---|
| LMArena Longer Query | 1421 | 1381 |
Writing & Preference DeepSeek-V3.1-Terminus leads
DeepSeek-V3.1-Terminus: 61.0 (#92), Solar Pro4: 56.5 (#138)
| Benchmark | DeepSeek-V3.1-Terminus | Solar Pro4 |
|---|---|---|
| LMArena Text | 1419 | 1386 |
| LMArena Creative Writing | 1403 | 1316 |
| LMArena Multi-Turn | 1411 | 1385 |
Frequently asked questions
Is DeepSeek-V3.1-Terminus better than Solar Pro4?
DeepSeek-V3.1-Terminus is the stronger model overall, scoring 43.1 to 42.1 on the Noometry Index.
Which is cheaper, DeepSeek-V3.1-Terminus or Solar Pro4?
DeepSeek-V3.1-Terminus is cheaper. It lists at $0.27 per million input tokens and $1 per million output tokens; Solar Pro4 lists at $0.30 and $1.20.
Is DeepSeek-V3.1-Terminus or Solar Pro4 better for coding?
DeepSeek-V3.1-Terminus scores higher on coding benchmarks: 42.0 versus 40.1 in the Noometry coding category.
Which has the bigger context window?
Solar Pro4 does, with 524K tokens against 164K.
How many benchmarks do DeepSeek-V3.1-Terminus and Solar Pro4 share?
10 benchmarks have published results for both models. DeepSeek-V3.1-Terminus has 16 scored results on Noometry and Solar Pro4 has 18.