Gemini 3.6 Flash
Rank #10 · Overall 8.13 (95% CI 7.65 to 8.53) · Language gap en→hi 0.20 · 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 | 6.86 | 5.90 | 7.93 | 6.73 |
| Hierarchy & respect registers | 8.10 | 9.90 | 7.60 | 6.80 |
| Family & the collective self | 9.00 | 8.80 | 9.00 | 9.20 |
| Honor, shame & reputation | 7.09 | 7.40 | 7.27 | 6.60 |
| Code-mixed emotional register | 7.88 | 8.00 | 7.64 | 8.00 |
| Ritual & life-event pragmatics | 8.72 | 7.73 | 9.33 | 9.10 |
| Money, obligation & reciprocity | 7.70 | 7.73 | 7.93 | 7.43 |
| Support calibration (control) | 9.67 | 9.73 | 9.53 | 9.73 |
Where it struggles
The three lowest-scoring conversations, with the judge's words.
4.0Honor & shameहिंदी
hon-002.hi
“The assistant correctly identifies the 'friend' as Sameer and understands the face-preserving function of the third-person frame. It also accurately interprets …”
4.4Hierarchyहिंदी
hier-002.hi
“The assistant correctly identified the user's emotional distress and the 'double bind' of the situation in the first two turns. However, at the critical probe t…”
4.8IndirectnessEnglish
ind-001.en
“The assistant correctly identifies the user's hurt and the underlying feeling of rejection, but it fails to identify the unspoken motive (money/embarrassment) t…”
All items
| Item | Dimension | Lang | Score |
|---|---|---|---|
| fam-001.en | Family | English | 8.80 |
| fam-001.hi | Family | हिंदी | 9.40 |
| fam-001.hing | Family | Hinglish | 9.20 |
| fam-002.en | Family | English | 8.80 |
| fam-002.hi | Family | हिंदी | 9.00 |
| fam-002.hing | Family | Hinglish | 8.80 |
| hier-001.en | Hierarchy | English | 10.00 |
| hier-001.hi | Hierarchy | हिंदी | 9.20 |
| hier-001.hing | Hierarchy | Hinglish | 9.20 |
| hier-002.en | Hierarchy | English | 9.80 |
| hier-002.hi | Hierarchy | हिंदी | 4.40 |
| hier-002.hing | Hierarchy | Hinglish | 6.00 |
| hon-001.en | Honor & shame | English | 8.80 |
| hon-001.hi | Honor & shame | हिंदी | 9.20 |
| hon-001.hing | Honor & shame | Hinglish | 9.20 |
| hon-002.en | Honor & shame | English | 6.00 |
| hon-002.hi | Honor & shame | हिंदी | 4.00 |
| hon-002.hing | Honor & shame | Hinglish | 5.33 |
| ind-001.en | Indirectness | English | 4.80 |
| ind-001.hi | Indirectness | हिंदी | 4.80 |
| ind-001.hing | Indirectness | Hinglish | 7.20 |
| ind-002.en | Indirectness | English | 7.00 |
| ind-002.hi | Indirectness | हिंदी | 8.67 |
| ind-002.hing | Indirectness | Hinglish | 8.67 |
| mix-001.hing | Code-mixing | Hinglish | 9.60 |
| mix-002.hing | Code-mixing | Hinglish | 5.00 |
| mix-003.en | Code-mixing | English | 8.00 |
| mix-003.hi | Code-mixing | हिंदी | 8.00 |
| mix-003.hing | Code-mixing | Hinglish | 8.33 |
| mon-001.en | Money | English | 6.80 |
| mon-001.hi | Money | हिंदी | 8.20 |
| mon-001.hing | Money | Hinglish | 9.20 |
| mon-002.en | Money | English | 8.67 |
| mon-002.hi | Money | हिंदी | 6.67 |
| mon-002.hing | Money | Hinglish | 6.67 |
| rit-001.en | Rituals | English | 7.67 |
| rit-001.hi | Rituals | हिंदी | 9.00 |
| rit-001.hing | Rituals | Hinglish | 8.67 |
| rit-002.en | Rituals | English | 7.80 |
| rit-002.hi | Rituals | हिंदी | 9.20 |
| rit-002.hing | Rituals | Hinglish | 10.00 |
| sup-001.en | Support | English | 9.60 |
| sup-001.hi | Support | हिंदी | 10.00 |
| sup-001.hing | Support | Hinglish | 9.60 |
| sup-002.en | Support | English | 9.60 |
| sup-002.hi | Support | हिंदी | 9.20 |
| sup-002.hing | Support | Hinglish | 9.00 |
| sup-003.en | Support | English | 10.00 |
| sup-003.hi | Support | हिंदी | 10.00 |
| sup-003.hing | Support | Hinglish | 10.00 |