- Nafasi
- #198
- Jumla ya tokeni za matokeo
- 144,359
- Muda wa majibu (wastani)
- 21.21s
- Jumla ya gharama
- $0.506
KAT-Coder-Pro V2.5 (high) vs Laguna XS 2.1 (medium)
average score iko karibu sawa: 6.5 vs 6.4. Laguna XS 2.1 (medium) ina gharama ya chini ya benchmark: $0.083 vs $0.506. KAT-Coder-Pro V2.5 (high) ni ya haraka zaidi: 21.21s vs 48.97s, na pass rates 60.9% vs 46.4%.
Modeli zilizolinganishwa
- Nafasi
- #200
- Jumla ya tokeni za matokeo
- 538,292
- Muda wa majibu (wastani)
- 48.97s
- Jumla ya gharama
- $0.083
Muundo unaopendekezwa
Laguna XS 2.1 (medium)
It has the best score here (6.4), while costing about 6.1x less than KAT-Coder-Pro V2.5 (high).
Ulinganisho wa kina
| Kipimo | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 high | Laguna XS 2.1 Laguna XS 2.1 medium Inapatikana bure |
|---|---|---|
| Alama | 6.5 | 6.4 |
| Nafasi | #198 | #200 |
| Uaminifu | 10.0 | 10.0 |
| Uthabiti | 7.9 | 9.0 |
| Majaribio | 69/69 | 69/69 |
| Majaribio sahihi | ||
| Kiwango cha kupita kwa kila jaribio | 60.9% | 46.4% |
| Majaribio yasiyo thabiti | 6 | 3 |
| Jumla ya uendeshaji | 69 | 69 |
| Gharama kwa matokeo | 4.599 | 0.922 |
| Jumla ya gharama | $0.506 | $0.083 |
| Bei ya ingizo | $0.740 / 1M | $0.060 / 1M |
| Bei ya toleo | $2.960 / 1M | $0.120 / 1M |
| Jumla ya tokeni za ingizo | 106,085 | 352,516 |
| Tokeni za matokeo | 9,071 | 33,786 |
| Tokeni za hoja | 135,288 | 504,506 |
| Muda wa majibu (wastani) | 21.21s | 48.97s |
| Muda wa majibu (upeo) | 199.97s | 422.72s |
| Muda wa majibu (jumla) | 487.83s | 1126.35s |
| Vigezo | ~700B jumla (~72B vinavyotumika) | 33B jumla (3B vinavyotumika) |
| Upatikanaji | Imefungwa | Uzani unapatikana |
Onyesho la kizazi cha modeli
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#198 KAT-Coder-Pro V2.5
high- Gharama
- $0.009
- Muda
- 26.4s
- Tokeni
- 3,117 tok
#200 Laguna XS 2.1
medium- Gharama
- $0.001
- Muda
- 30.6s
- Tokeni
- 4,678 tok
Modeli bora kwa alama
Alama dhidi ya gharama ya jumla
Muda wa majibu (wastani)
Alama vs Muda wa majibu (wastani)
Jumla ya tokeni za matokeo
Alama vs Jumla ya tokeni za matokeo
Mgawanyo wa kategoria
| Kazi za mawakala | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.52s | 0 | 0 | 0 | |
| Laguna XS 2.1 | 6.1 | 3.1 | 66.7% | 1 | 66.42s | 233,518 | 3,036 | 12,776 |
| Mbinu za kupinga AI | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 7.0 | 8.0 | 66.7% | 1 | 3.17s | 672 | 447 | 2,716 | |
| Laguna XS 2.1 | 4.8 | 10.0 | 25.0% | 0 | 41.96s | 774 | 353 | 73,090 |
| Uandishi wa msimbo | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 6.4 | 7.9 | 44.4% | 1 | 22.00s | 7,893 | 422 | 20,461 | |
| Laguna XS 2.1 | 5.5 | 10.0 | 33.3% | 0 | 70.35s | 7,995 | 23,767 | 83,258 |
| Mchanganyiko | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 7.3 | 5.8 | 83.3% | 1 | 106.70s | 78,458 | 6,956 | 60,306 | |
| Laguna XS 2.1 | 6.3 | 10.0 | 50.0% | 0 | 218.07s | 91,698 | 5,496 | 229,064 |
| Uchanganuzi na uchimbaji wa data | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.13s | 7,776 | 278 | 1,960 | |
| Laguna XS 2.1 | 10.0 | 10.0 | 100.0% | 0 | 4.50s | 7,734 | 234 | 3,129 |
| Mahususi kwa domeni | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 2.9 | 4.4 | 22.2% | 2 | 44.66s | 780 | 33 | 43,896 | |
| Laguna XS 2.1 | 3.5 | 4.4 | 33.3% | 2 | 67.48s | 843 | 17 | 91,430 |
| Akili ya jumla | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 5.1 | 10.0 | 0.0% | 0 | 3.27s | 516 | 139 | 647 | |
| Laguna XS 2.1 | 5.0 | 10.0 | 0.0% | 0 | 4.15s | 537 | 119 | 1,375 |
| Ufuataji wa maagizo | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 9.9 | 10.0 | 100.0% | 0 | 2.67s | 699 | 84 | 976 | |
| Laguna XS 2.1 | 9.8 | 10.0 | 100.0% | 0 | 2.57s | 753 | 82 | 1,844 |
| Utatuzi wa mafumbo | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 8.2 | 7.2 | 88.9% | 1 | 3.38s | 696 | 428 | 1,936 | |
| Laguna XS 2.1 | 5.3 | 10.0 | 33.3% | 0 | 3.43s | 771 | 357 | 3,355 |
| Mwito wa zana | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 10.0 | 10.0 | 100.0% | 0 | 28.04s | 8,391 | 268 | 896 | |
| Laguna XS 2.1 | 10.0 | 10.0 | 100.0% | 0 | 3.01s | 7,638 | 309 | 748 |
| Maarifa ya jumla | Alama | Uthabiti | Kiwango cha kupita kwa kila jaribio | Majaribio yasiyo thabiti | Majaribio sahihi | Muda wa majibu (wastani) | Tokeni za ingizo | Tokeni za matokeo | Tokeni za hoja |
|---|---|---|---|---|---|---|---|---|---|
| KAT-Coder-Pro V2.5 | 3.0 | 10.0 | 0.0% | 0 | 5.22s | 204 | 16 | 1,494 | |
| Laguna XS 2.1 | 3.0 | 10.0 | 0.0% | 0 | 10.88s | 255 | 16 | 4,437 |
Ulinganisho wa haraka
Badilisha jozi ya ulinganisho
KAT-Coder-Pro V2.5highvsGLM 5.2noneKAT-Coder-Pro V2.5highvsGrok 4.3mediumKAT-Coder-Pro V2.5highvsGLM 5.1noneLaguna XS 2.1mediumInapatikana burevsQwen3.5-122B-A10BnoneLaguna XS 2.1mediumInapatikana burevsGLM 5.2noneGemini 3 Flash PreviewnonevsLaguna XS 2.1mediumInapatikana bureLaguna XS 2.1mediumInapatikana burevsGLM 5.1noneKAT-Coder-Pro V2.5highvsQwen3.5-122B-A10BnoneLaguna XS 2.1mediumInapatikana burevsQwen3.5 Plus 2026-02-15noneKAT-Coder-Pro V2.5highvsGLM 5.3lowGemini 3 Flash PreviewnonevsKAT-Coder-Pro V2.5highKAT-Coder-Pro V2.5highvsQwen3.5 Plus 2026-02-15none