- Nafasi
- #236
- Jumla ya tokeni za matokeo
- 139,572
- Muda wa majibu (wastani)
- 24.96s
- Jumla ya gharama
- $0.487
KAT-Coder-Pro V2.5 vs GLM 5.3 FlashX (low)
KAT-Coder-Pro V2.5 inaongoza kwa average score: 6.1 vs 6.0. GLM 5.3 FlashX (low) ina gharama ya chini ya benchmark: $0.157 vs $0.487. GLM 5.3 FlashX (low) ni ya haraka zaidi: 9.69s vs 24.96s, na pass rates 68.1% vs 63.8%.
Modeli zilizolinganishwa
- Nafasi
- #238
- Jumla ya tokeni za matokeo
- 43,203
- Muda wa majibu (wastani)
- 9.69s
- Jumla ya gharama
- $0.157
Muundo unaopendekezwa
GLM 5.3 FlashX (low)
Its score stays close to the best score here (6.0 vs 6.1), while costing about 3.1x less than KAT-Coder-Pro V2.5.
Ulinganisho wa kina
| Kipimo | KAT-Coder-Pro V2.5 KAT-Coder-Pro V2.5 none | GLM 5.3 FlashX GLM 5.3 FlashX low |
|---|---|---|
| Alama | 6.1 | 6.0 |
| Nafasi | #236 | #238 |
| Uaminifu | 10.0 | 10.0 |
| Uthabiti | 7.1 | 6.8 |
| Majaribio | 69/69 | 69/69 |
| Majaribio sahihi | ||
| Kiwango cha kupita kwa kila jaribio | 68.1% | 63.8% |
| Majaribio yasiyo thabiti | 8 | 9 |
| Jumla ya uendeshaji | 69 | 69 |
| Gharama kwa matokeo | 4.419 | 1.423 |
| Jumla ya gharama | $0.487 | $0.157 |
| Bei ya ingizo | $0.740 / 1M | $0.370 / 1M |
| Bei ya toleo | $2.960 / 1M | $1.250 / 1M |
| Jumla ya tokeni za ingizo | 98,508 | 277,028 |
| Tokeni za matokeo | 139,572 | 11,965 |
| Tokeni za hoja | 0 | 31,238 |
| Muda wa majibu (wastani) | 24.96s | 9.69s |
| Muda wa majibu (upeo) | 335.41s | 77.99s |
| Muda wa majibu (jumla) | 574.12s | 222.83s |
| Vigezo | ~700B jumla (~72B vinavyotumika) | 320B jumla (18B vinavyotumika) |
| Upatikanaji | Imefungwa | Imefungwa |
Onyesho la kizazi cha modeli
Hamster playing table tennis
Prompt: Create a detailed SVG illustration of a hamster playing table tennis.
#236 KAT-Coder-Pro V2.5
none- Gharama
- $0.010
- Muda
- 29.0s
- Tokeni
- 3,439 tok
#238 GLM 5.3 FlashX
low- Gharama
- $0.002
- Muda
- 8.4s
- Tokeni
- 1,526 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 | 1.90s | 0 | 0 | 0 | |
| GLM 5.3 FlashX | 4.7 | 3.1 | 33.3% | 1 | 77.99s | 159,703 | 1,471 | 4,696 |
| 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 | 8.7 | 7.9 | 91.7% | 1 | 4.58s | 672 | 3,998 | 0 | |
| GLM 5.3 FlashX | 8.2 | 7.9 | 83.3% | 1 | 1.56s | 639 | 278 | 353 |
| 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 | 6.1 | 4.7 | 66.7% | 2 | 22.52s | 7,893 | 22,440 | 0 | |
| GLM 5.3 FlashX | 5.5 | 7.4 | 44.4% | 1 | 5.45s | 7,317 | 382 | 4,760 |
| 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 | 4.1 | 5.0 | 33.3% | 1 | 183.08s | 70,881 | 77,889 | 0 | |
| GLM 5.3 FlashX | 2.8 | 1.6 | 33.3% | 2 | 42.40s | 92,545 | 8,581 | 18,553 |
| 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 | 5.07s | 7,776 | 2,361 | 0 | |
| GLM 5.3 FlashX | 10.0 | 10.0 | 100.0% | 0 | 1.59s | 7,149 | 210 | 81 |
| 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 | 4.1 | 4.4 | 44.5% | 2 | 24.90s | 780 | 24,683 | 0 | |
| GLM 5.3 FlashX | 3.5 | 4.4 | 33.3% | 2 | 3.87s | 759 | 36 | 2,040 |
| 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 | 4.8 | 3.2 | 33.3% | 1 | 5.16s | 516 | 1,067 | 0 | |
| GLM 5.3 FlashX | 4.7 | 1.6 | 66.7% | 1 | 2.07s | 498 | 137 | 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-Pro V2.5 | 9.8 | 10.0 | 100.0% | 0 | 2.61s | 699 | 1,084 | 0 | |
| GLM 5.3 FlashX | 10.0 | 10.0 | 100.0% | 0 | 1.34s | 678 | 72 | 84 |
| 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 | 3.03s | 696 | 1,929 | 0 | |
| GLM 5.3 FlashX | 7.7 | 7.3 | 77.8% | 1 | 1.89s | 672 | 460 | 336 |
| 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 | 5.93s | 8,391 | 1,103 | 0 | |
| GLM 5.3 FlashX | 10.0 | 10.0 | 100.0% | 0 | 9.52s | 6,861 | 231 | 20 |
| 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 | 9.91s | 204 | 3,018 | 0 | |
| GLM 5.3 FlashX | 3.0 | 10.0 | 0.0% | 0 | 2.69s | 207 | 107 | 315 |
Ulinganisho wa haraka
Badilisha jozi ya ulinganisho
MiMo-V2.6-PrononevsGLM 5.3 FlashXlowGranite 4.2 8BmediumvsKAT-Coder-Pro V2.5noneInkling SmallmediumInapatikana burevsGLM 5.3 FlashXlowSeed-2.0-LitenonevsGLM 5.3 FlashXlowTrinity Large ThinkingmediumvsKAT-Coder-Pro V2.5noneGemini 3.1 Flash LiteminimalvsGLM 5.3 FlashXlowgpt-oss-120bmediumvsGLM 5.3 FlashXlowGemini 3.1 Flash LitenonevsGLM 5.3 FlashXlowQwen3.6 FlashnonevsGLM 5.3 FlashXlowClaude Sonnet 5nonevsGLM 5.3 FlashXlowGranite 4.2 8BmediumvsGLM 5.3 FlashXlowKAT-Coder-Pro V2.5nonevsInkling SmallmediumInapatikana bure