GPT-5.6 Sol
Rank #4 · Overall 8.78 (95% CI 8.32 to 9.09) · Language gap en→hi -0.74 · 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 | 8.03 | 7.60 | 6.90 | 9.60 |
| Hierarchy & respect registers | 8.27 | 7.60 | 9.20 | 8.00 |
| Family & the collective self | 9.77 | 9.30 | 10.00 | 10.00 |
| Honor, shame & reputation | 9.14 | 8.83 | 9.67 | 8.93 |
| Code-mixed emotional register | 9.11 | 9.00 | 8.33 | 10.00 |
| Ritual & life-event pragmatics | 8.92 | 9.00 | 9.00 | 8.77 |
| Money, obligation & reciprocity | 7.48 | 6.23 | 8.27 | 7.93 |
| Support calibration (control) | 9.56 | 9.27 | 9.87 | 9.53 |
Where it struggles
The three lowest-scoring conversations, with the judge's words.
3.8IndirectnessHinglish
ind-001.hing
“The assistant consistently failed to identify the unspoken motive (financial embarrassment) despite the user providing clear clues (job switch, startup, sudden …”
5.0Code-mixingHinglish
mix-002.hing
“The assistant failed the critical probe at turn 3. When the user switched to stiff, formal English—a clear sign of emotional withdrawal and hurt—the assistant t…”
5.8MoneyEnglish
mon-001.en
“The assistant correctly identifies the core emotional conflict: the user is not just worried about money, but about the 'ledger in his chest' and the erosion of…”
All items
| Item | Dimension | Lang | Score |
|---|---|---|---|
| fam-001.en | Family | English | 9.00 |
| fam-001.hi | Family | हिंदी | 10.00 |
| fam-001.hing | Family | Hinglish | 10.00 |
| fam-002.en | Family | English | 9.60 |
| fam-002.hi | Family | हिंदी | 10.00 |
| fam-002.hing | Family | Hinglish | 10.00 |
| hier-001.en | Hierarchy | English | 6.20 |
| hier-001.hi | Hierarchy | हिंदी | 6.80 |
| hier-001.hing | Hierarchy | Hinglish | 9.20 |
| 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 | 9.20 |
| hon-001.hing | Honor & shame | Hinglish | 10.00 |
| hon-002.en | Honor & shame | English | 8.67 |
| hon-002.hi | Honor & shame | हिंदी | 8.67 |
| hon-002.hing | Honor & shame | Hinglish | 9.33 |
| ind-001.en | Indirectness | English | 7.20 |
| ind-001.hi | Indirectness | हिंदी | 9.20 |
| ind-001.hing | Indirectness | Hinglish | 3.80 |
| ind-002.en | Indirectness | English | 8.00 |
| ind-002.hi | Indirectness | हिंदी | 10.00 |
| ind-002.hing | Indirectness | Hinglish | 10.00 |
| mix-001.hing | Code-mixing | Hinglish | 10.00 |
| mix-002.hing | Code-mixing | Hinglish | 5.00 |
| mix-003.en | Code-mixing | English | 9.00 |
| mix-003.hi | Code-mixing | हिंदी | 10.00 |
| mix-003.hing | Code-mixing | Hinglish | 10.00 |
| mon-001.en | Money | English | 5.80 |
| mon-001.hi | Money | हिंदी | 9.20 |
| mon-001.hing | Money | Hinglish | 9.20 |
| mon-002.en | Money | English | 6.67 |
| mon-002.hi | Money | हिंदी | 6.67 |
| mon-002.hing | Money | Hinglish | 7.33 |
| rit-001.en | Rituals | English | 8.00 |
| rit-001.hi | Rituals | हिंदी | 8.33 |
| rit-001.hing | Rituals | Hinglish | 8.00 |
| rit-002.en | Rituals | English | 10.00 |
| rit-002.hi | Rituals | हिंदी | 9.20 |
| rit-002.hing | Rituals | Hinglish | 10.00 |
| sup-001.en | Support | English | 9.00 |
| sup-001.hi | Support | हिंदी | 9.00 |
| sup-001.hing | Support | Hinglish | 9.80 |
| sup-002.en | Support | English | 8.80 |
| sup-002.hi | Support | हिंदी | 9.60 |
| sup-002.hing | Support | Hinglish | 9.80 |
| sup-003.en | Support | English | 10.00 |
| sup-003.hi | Support | हिंदी | 10.00 |
| sup-003.hing | Support | Hinglish | 10.00 |