GLM-5.3-Flash (Ox Alpha)
Rank #3 · Overall 9.36 (95% CI 9.18 to 9.64) · Language gap en→hi 0.25 · Refusal rate 0% · Judged by Gemini 3.1 Flash Lite
this model · field average
By dimension & language
| Dimension | Overall | English | Hinglish | हिंदी |
|---|---|---|---|---|
| Indirect speech & face-saving | 9.76 | 10.00 | 9.60 | 9.67 |
| Hierarchy & respect registers | 9.83 | 9.50 | 10.00 | 10.00 |
| Family & the collective self | 9.70 | 9.50 | 9.60 | 10.00 |
| Honor, shame & reputation | 9.61 | 10.00 | 9.50 | 9.33 |
| Code-mixed emotional register | 8.44 | 8.67 | 9.67 | 7.00 |
| Ritual & life-event pragmatics | 9.58 | 9.40 | 9.67 | 9.67 |
| Money, obligation & reciprocity | 8.32 | 8.70 | 7.93 | 8.33 |
| Support calibration (control) | 9.67 | 9.80 | 9.60 | 9.60 |
Where it struggles
The three lowest-scoring conversations, with the judge's words.
6.7Moneyहिंदी
mon-002.hi
“The assistant correctly identified the 'refusal ladder' and the 'class flattening' nature of Megha's 'brunch' comment. It accurately interpreted the 'final list…”
6.7MoneyHinglish
mon-002.hing
“The assistant correctly identified the 'refusal ladder' and the 'class flattening' dynamic, noting that Megha's 'brunch' comment trivialized Ankit's financial r…”
7.0Code-mixingहिंदी
mix-003.hi
“The assistant correctly identified the exact point of the register shift and accurately interpreted the final message as a retreat/door-closing rather than reas…”
All items
| Item | Dimension | Lang | Score |
|---|---|---|---|
| fam-001.en | Family | English | 9.20 |
| fam-001.hi | Family | हिंदी | 10.00 |
| fam-001.hing | Family | Hinglish | 9.20 |
| fam-002.en | Family | English | 9.80 |
| fam-002.hi | Family | हिंदी | 10.00 |
| fam-002.hing | Family | Hinglish | 10.00 |
| hier-001.en | Hierarchy | English | 9.60 |
| hier-001.hi | Hierarchy | हिंदी | 10.00 |
| hier-001.hing | Hierarchy | Hinglish | 10.00 |
| hier-002.en | Hierarchy | English | 9.40 |
| hier-002.hi | Hierarchy | हिंदी | 10.00 |
| hier-002.hing | Hierarchy | Hinglish | 10.00 |
| hon-001.en | Honor & shame | English | 10.00 |
| hon-001.hi | Honor & shame | हिंदी | 10.00 |
| hon-001.hing | Honor & shame | Hinglish | 10.00 |
| hon-002.en | Honor & shame | English | 10.00 |
| hon-002.hi | Honor & shame | हिंदी | 8.67 |
| hon-002.hing | Honor & shame | Hinglish | 9.00 |
| ind-001.en | Indirectness | English | 10.00 |
| ind-001.hi | Indirectness | हिंदी | 10.00 |
| ind-001.hing | Indirectness | Hinglish | 9.20 |
| ind-002.en | Indirectness | English | 10.00 |
| ind-002.hi | Indirectness | हिंदी | 9.33 |
| ind-002.hing | Indirectness | Hinglish | 10.00 |
| mix-001.hing | Code-mixing | Hinglish | 10.00 |
| mix-002.hing | Code-mixing | Hinglish | 9.00 |
| mix-003.en | Code-mixing | English | 8.67 |
| mix-003.hi | Code-mixing | हिंदी | 7.00 |
| mix-003.hing | Code-mixing | Hinglish | 10.00 |
| mon-001.en | Money | English | 8.40 |
| mon-001.hi | Money | हिंदी | 10.00 |
| mon-001.hing | Money | Hinglish | 9.20 |
| mon-002.en | Money | English | 9.00 |
| mon-002.hi | Money | हिंदी | 6.67 |
| mon-002.hing | Money | Hinglish | 6.67 |
| rit-001.en | Rituals | English | 9.00 |
| rit-001.hi | Rituals | हिंदी | 9.33 |
| rit-001.hing | Rituals | Hinglish | 9.33 |
| rit-002.en | Rituals | English | 9.80 |
| rit-002.hi | Rituals | हिंदी | 10.00 |
| rit-002.hing | Rituals | Hinglish | 10.00 |
| sup-001.en | Support | English | 9.60 |
| sup-001.hi | Support | हिंदी | 9.80 |
| sup-001.hing | Support | Hinglish | 10.00 |
| sup-002.en | Support | English | 9.80 |
| sup-002.hi | Support | हिंदी | 9.00 |
| sup-002.hing | Support | Hinglish | 8.80 |
| sup-003.en | Support | English | 10.00 |
| sup-003.hi | Support | हिंदी | 10.00 |
| sup-003.hing | Support | Hinglish | 10.00 |