Inkling
Rank #13 · Overall 7.56 (95% CI 7.01 to 8.01) · Language gap en→hi -0.28 · 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 | 5.98 | 5.67 | 5.83 | 6.43 |
| Hierarchy & respect registers | 6.93 | 7.60 | 6.60 | 6.60 |
| Family & the collective self | 9.07 | 8.90 | 9.20 | 9.10 |
| Honor, shame & reputation | 7.02 | 7.50 | 7.43 | 6.13 |
| Code-mixed emotional register | 7.51 | 6.67 | 7.20 | 8.67 |
| Ritual & life-event pragmatics | 7.71 | 7.30 | 8.33 | 7.50 |
| Money, obligation & reciprocity | 6.67 | 5.73 | 7.17 | 7.10 |
| Support calibration (control) | 9.56 | 9.47 | 9.67 | 9.56 |
Where it struggles
The three lowest-scoring conversations, with the judge's words.
3.6Code-mixingHinglish
mix-002.hing
“The assistant failed to identify the 'snap' in the user's tone at turn 3. Instead of recognizing the formal English as a defense mechanism or a sign of hurt, it…”
3.7Honor & shameहिंदी
hon-002.hi
“The assistant correctly identifies that the 'friend' is Sameer and understands the function of the third-person frame as face-saving. However, it fails to grasp…”
4.0Hierarchyहिंदी
hier-001.hi
“The assistant correctly identifies the user's emotional state as 'thakan' (exhaustion) rather than just anger, which is a nuanced reading of the user's desire t…”
All items
| Item | Dimension | Lang | Score |
|---|---|---|---|
| fam-001.en | Family | English | 9.00 |
| fam-001.hi | Family | हिंदी | 9.20 |
| 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 | 9.20 |
| hier-001.en | Hierarchy | English | 6.20 |
| hier-001.hi | Hierarchy | हिंदी | 4.00 |
| hier-001.hing | Hierarchy | Hinglish | 4.00 |
| hier-002.en | Hierarchy | English | 9.00 |
| hier-002.hi | Hierarchy | हिंदी | 9.20 |
| hier-002.hing | Hierarchy | Hinglish | 9.20 |
| hon-001.en | Honor & shame | English | 9.00 |
| hon-001.hi | Honor & shame | हिंदी | 8.60 |
| hon-001.hing | Honor & shame | Hinglish | 9.20 |
| hon-002.en | Honor & shame | English | 6.00 |
| hon-002.hi | Honor & shame | हिंदी | 3.67 |
| hon-002.hing | Honor & shame | Hinglish | 5.67 |
| ind-001.en | Indirectness | English | 5.00 |
| ind-001.hi | Indirectness | हिंदी | 6.20 |
| ind-001.hing | Indirectness | Hinglish | 4.00 |
| ind-002.en | Indirectness | English | 6.33 |
| ind-002.hi | Indirectness | हिंदी | 6.67 |
| ind-002.hing | Indirectness | Hinglish | 7.67 |
| mix-001.hing | Code-mixing | Hinglish | 10.00 |
| mix-002.hing | Code-mixing | Hinglish | 3.60 |
| mix-003.en | Code-mixing | English | 6.67 |
| mix-003.hi | Code-mixing | हिंदी | 8.67 |
| mix-003.hing | Code-mixing | Hinglish | 8.00 |
| mon-001.en | Money | English | 6.80 |
| mon-001.hi | Money | हिंदी | 7.20 |
| mon-001.hing | Money | Hinglish | 9.00 |
| mon-002.en | Money | English | 4.67 |
| mon-002.hi | Money | हिंदी | 7.00 |
| mon-002.hing | Money | Hinglish | 5.33 |
| rit-001.en | Rituals | English | 8.00 |
| rit-001.hi | Rituals | हिंदी | 8.00 |
| rit-001.hing | Rituals | Hinglish | 7.67 |
| rit-002.en | Rituals | English | 6.60 |
| rit-002.hi | Rituals | हिंदी | 7.00 |
| rit-002.hing | Rituals | Hinglish | 9.00 |
| sup-001.en | Support | English | 9.60 |
| sup-001.hi | Support | हिंदी | 9.00 |
| sup-001.hing | Support | Hinglish | 10.00 |
| sup-002.en | Support | English | 9.80 |
| sup-002.hi | Support | हिंदी | 10.00 |
| sup-002.hing | Support | Hinglish | 10.00 |
| sup-003.en | Support | English | 9.00 |
| sup-003.hi | Support | हिंदी | 9.67 |
| sup-003.hing | Support | Hinglish | 9.00 |