- Nafasi
- #288
- Jumla ya tokeni za matokeo
- 114,654
- Muda wa majibu (wastani)
- 15.23s
- Jumla ya gharama
- $0.077
KAT Coder AIR V2.5 (high) vs Qwen3.6 35B A3B
Qwen3.6 35B A3B inaongoza kwa average score: 5.3 vs 5.2. KAT Coder AIR V2.5 (high) ina gharama ya chini ya benchmark: $0.077 vs $0.105. Qwen3.6 35B A3B ni ya haraka zaidi: 8.43s vs 15.23s, na pass rates 40.6% vs 29.0%.
Modeli zilizolinganishwa
- Nafasi
- #284
- Jumla ya tokeni za matokeo
- 63,781
- Muda wa majibu (wastani)
- 8.43s
- Jumla ya gharama
- $0.105
Muundo unaopendekezwa
Qwen3.6 35B A3B
It has the best score here (5.3), while responding about 1.8x faster than KAT Coder AIR V2.5 (high).
Ulinganisho wa kina
| Kipimo | KAT Coder AIR V2.5 KAT Coder AIR V2.5 high | Qwen3.6 35B A3B Qwen3.6 35B A3B none |
|---|---|---|
| Alama | 5.2 | 5.3 |
| Nafasi | #288 | #284 |
| Uaminifu | 9.8 | 10.0 |
| Uthabiti | 8.2 | 7.9 |
| Majaribio | 69/69 | 69/69 |
| Majaribio sahihi | ||
| Kiwango cha kupita kwa kila jaribio | 40.6% | 29.0% |
| Majaribio yasiyo thabiti | 5 | 6 |
| Jumla ya uendeshaji | 69 | 69 |
| Gharama kwa matokeo | 1.091 | 2.586 |
| Jumla ya gharama | $0.077 | $0.105 |
| Bei ya ingizo | $0.000 / 1M | $0.150 / 1M |
| Bei ya toleo | $0.000 / 1M | $1.000 / 1M |
| Jumla ya tokeni za ingizo | 50,423 | 272,479 |
| Tokeni za matokeo | 4,144 | 63,781 |
| Tokeni za hoja | 110,510 | 0 |
| Muda wa majibu (wastani) | 15.23s | 8.43s |
| Muda wa majibu (upeo) | 118.35s | 65.61s |
| Muda wa majibu (jumla) | 350.26s | 176.93s |
| Vigezo | ~35B jumla (~3B vinavyotumika) | 35B jumla (3B vinavyotumika) |
| Upatikanaji | Imefungwa | Chanzo huria |
Onyesho la kizazi cha modeli
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#288 KAT Coder AIR V2.5
high
Reached the allocated time limit (300 seconds) without receiving showcase output.
- Gharama
- $0.000
- Muda
- 300.0s
- Tokeni
- 0 tok
#284 Qwen3.6 35B A3B
none- Gharama
- $0.008
- Muda
- 30.1s
- Tokeni
- 6,317 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 AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 1.10s | 0 | 0 | 0 | |
| Qwen3.6 35B A3B | 5.2 | 3.2 | 33.3% | 1 | 65.61s | 178,489 | 17,876 | 0 |
| 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 AIR V2.5 | 6.9 | 5.8 | 75.0% | 2 | 2.49s | 615 | 204 | 1,290 | |
| Qwen3.6 35B A3B | 3.6 | 7.6 | 16.7% | 1 | 2.10s | 696 | 1,571 | 0 |
| 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 AIR V2.5 | 4.3 | 7.3 | 11.1% | 1 | 39.07s | 6,948 | 1,166 | 55,883 | |
| Qwen3.6 35B A3B | 5.5 | 10.0 | 33.3% | 0 | 8.77s | 7,911 | 11,161 | 0 |
| 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 AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 74.48s | 23,854 | 485 | 28,559 | |
| Qwen3.6 35B A3B | 3.8 | 5.8 | 33.3% | 1 | 39.54s | 74,650 | 19,202 | 0 |
| 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 AIR V2.5 | 6.5 | 10.0 | 50.0% | 0 | 3.59s | 7,776 | 284 | 2,140 | |
| Qwen3.6 35B A3B | 10.0 | 10.0 | 100.0% | 0 | 1.46s | 7,788 | 248 | 0 |
| 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 AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 7.28s | 724 | 1,101 | 7,738 | |
| Qwen3.6 35B A3B | 2.9 | 7.2 | 11.1% | 1 | 7.76s | 792 | 10,329 | 0 |
| 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 AIR V2.5 | 5.1 | 10.0 | 0.0% | 0 | 7.10s | 516 | 179 | 539 | |
| Qwen3.6 35B A3B | 4.4 | 3.0 | 33.3% | 1 | 3.51s | 520 | 1,545 | 0 |
| 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 AIR V2.5 | 9.8 | 10.0 | 100.0% | 0 | 1.51s | 699 | 90 | 675 | |
| Qwen3.6 35B A3B | 6.2 | 5.8 | 66.7% | 1 | 1.86s | 709 | 1,264 | 0 |
| 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 AIR V2.5 | 3.5 | 4.4 | 33.3% | 2 | 2.47s | 696 | 285 | 1,576 | |
| Qwen3.6 35B A3B | 3.2 | 9.9 | 0.0% | 0 | 1.07s | 714 | 573 | 0 |
| 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 AIR V2.5 | 10.0 | 10.0 | 100.0% | 0 | 4.77s | 8,391 | 330 | 1,082 | |
| Qwen3.6 35B A3B | 3.0 | 10.0 | 0.0% | 0 | 0ms | 0 | 0 | 0 |
| 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 AIR V2.5 | 3.0 | 10.0 | 0.0% | 0 | 21.72s | 204 | 20 | 11,028 | |
| Qwen3.6 35B A3B | 3.0 | 10.0 | 0.0% | 0 | 414ms | 210 | 12 | 0 |
Ulinganisho wa haraka
Badilisha jozi ya ulinganisho
Ling 3.0 FlashnonevsKAT Coder AIR V2.5highKAT Coder AIR V2.5highvsInkling SmalllowInapatikana bureKAT Coder AIR V2.5highvsMistral Small 4mediumKAT Coder AIR V2.5highvsMistral Small 4noneQwen3.6 35B A3BnonevsInkling SmalllowInapatikana bureGranite 4.2 8BlowvsQwen3.6 35B A3BnoneMercury 2.5lowvsKAT Coder AIR V2.5highKAT Coder AIR V2.5highvsMiMo-V2.5-PrononeNemotron 3.5 LightninghighInapatikana burevsQwen3.6 35B A3BnoneKAT Coder AIR V2.5highvsLaguna XS 2.1noneInapatikana bureQwen3.6 35B A3BnonevsStep 3.5 FlashmediumKAT Coder AIR V2.5highvsLaguna S 2.1mediumInapatikana bure