| Title | Value |
|---|---|
| Model | nomic-embed-text |
| Ollama link | https://ollama.com/library/nomic-embed-text |
| Hugging Face link | https://huggingface.co/nomic-ai/nomic-embed-text-v1.5 |
| Architecture | nomic-bert |
| Parameters | 137M |
| Model size (disk) | 261,6 MB |
| Context length | 2048 |
| Dimensions | 768 |
| Quantization | F16 |
| Distinct token count | 30522 |
| Ollama model — last updated on | 21/02/2024 |
| Hugging Face model — created on | 10/02/2024 |
| Hugging Face model — last updated on | 07/04/2026 |
Analogies FR/EN + nearest neighbors (close synonyms)
| Language | Expression | Expected | Top neighbors | Success | Success margin |
|---|---|---|---|---|---|
| en | king - man + woman | queen (0.79) | queen (0.79) king (0.75) princess (0.65) monarch (0.64) woman (0.61) countess (0.58) |
✔ | 0.04 |
| en | queen - woman + man | king (0.77) | king (0.77) monarch (0.74) queen (0.73) prince (0.72) man (0.60) duke (0.57) |
✔ | 0.03 |
| fr | roi - homme + femme | reine (0.30) | roi (0.76) femme (0.59) roi-soleil (0.45) woman (0.41) femme-médecin (0.40) postgresql (0.39) |
✖ | |
| fr | reine - femme + homme | roi (0.30) | reine (0.76) homme (0.62) capitale (0.45) roi-soleil (0.43) comptesse (0.43) king (0.42) |
✖ | |
| en | paris - france + germany | berlin (0.70) | germany (0.71) berlin (0.70) paris (0.67) frankfurt (0.59) city (0.55) london (0.52) |
✖ | |
| fr | paris - france + allemagne | berlin (0.52) | allemagne (0.71) paris (0.63) berlin (0.52) metropolis (0.51) city (0.49) london (0.46) |
✖ | |
| en | paris - france + england | london (0.70) | london (0.70) england (0.70) paris (0.64) city (0.53) metropolis (0.52) berlin (0.49) |
✔ | 0.00 |
| fr | paris - france + angletterre | londres (0.27) | angletterre (0.70) paris (0.62) city (0.49) london (0.46) barcelona (0.45) madrid (0.43) |
✖ | |
| fr | roi - homme + ville | capitale (0.31) | roi (0.71) ville (0.61) roi-soleil (0.43) city (0.39) capital (0.36) countess (0.36) |
✖ | |
| en | king - man + city | capital city (0.65) | city (0.72) king (0.68) capital city (0.65) queen (0.62) capital (0.59) metropolis (0.55) |
✖ | |
| fr | infirmier - homme + femme | infirmière (0.57) | infirmier (0.73) femme (0.61) infirmière (0.57) femme-médecin (0.55) woman (0.49) female doctor (0.48) |
✖ | |
| fr | infirmière - femme + homme | infirmier (0.64) | infirmière (0.79) homme (0.65) infirmier (0.64) capitale (0.47) compte (0.45) système de gestion de base de données (0.44) |
✖ | |
| fr | médecin - homme + femme | femme-médecin (0.78) | femme-médecin (0.78) médecin (0.75) médecine (0.69) femme (0.60) female doctor (0.52) doctoresse (0.50) |
✔ | 0.03 |
| fr | docteur - homme + femme | docteur (0.73) | docteur (0.73) femme (0.63) femme-médecin (0.62) female doctor (0.57) doctoresse (0.52) doctor (0.49) |
✔ | 0.10 |
| fr | doctoresse - femme + homme | docteur (0.55) | doctoresse (0.75) homme (0.62) doctor (0.61) comptesse (0.55) docteur (0.55) médecine (0.53) |
✖ | |
| en | doctor - man + woman | female doctor (0.82) | female doctor (0.82) doctor (0.78) woman (0.65) doctoresse (0.64) femme-médecin (0.62) medicine (0.61) |
✔ | 0.04 |
| en | female doctor - woman + man | doctor (0.77) | doctor (0.77) female doctor (0.72) man (0.72) medicine (0.61) doctoresse (0.55) médecine (0.54) |
✔ | 0.05 |
| fr | médecine - femme + homme | médecine (0.75) | médecine (0.75) médecin (0.70) medicine (0.60) homme (0.59) doctor (0.55) doctoresse (0.53) |
✔ | 0.05 |
| en | capital + city | capital city (0.94) | capital city (0.94) city (0.92) capital (0.92) metropolis (0.76) capitale (0.74) town (0.63) |
✔ | 0.02 |
| en | woman + doctor | doctor (0.87) | female doctor (0.87) woman (0.87) doctor (0.87) medicine (0.73) femme-médecin (0.72) doctoresse (0.71) |
✖ | |
| fr | femme + médecin | femme-médecin (0.93) | femme-médecin (0.93) médecin (0.84) femme (0.84) médecine (0.78) medicine (0.66) doctoresse (0.65) |
✔ | 0.09 |
| fr | roi + soleil | roi-soleil (0.92) | roi-soleil (0.92) soleil (0.83) roi (0.83) capitale (0.57) souverain (0.56) sovereign (0.55) |
✔ | 0.10 |
| fr | base + données | base de données (0.84) | base de données (0.84) base (0.84) données (0.84) système de gestion de base de données (0.66) database (0.62) database management system (0.55) |
✔ | 0.00 |
| en | database + management + system | database management system (0.85) | database management system (0.85) system (0.82) database (0.81) management (0.79) dbms (0.69) système de gestion de base de données (0.68) |
✔ | 0.03 |
| en | avg(king, queen, prince, princess) | monarch (0.84) | monarch (0.84) princesse (0.77) duke (0.68) sovereign (0.67) countess (0.67) viscount (0.60) |
✔ | 0.07 |
| fr | avg(roi, reine, prince, princesse) | monarque (0.48) | princess (0.79) queen (0.71) monarch (0.71) king (0.70) roi-soleil (0.68) duke (0.65) |
✖ | |
| en | avg(mysql, oracle, postgresql, mariadb) | database (0.78) | database (0.78) database management system (0.66) dbms (0.65) system (0.54) medicine (0.54) comptesse (0.53) |
✔ | 0.12 |
| en | avg(mysql, mariadb) | database (0.73) | database (0.73) postgresql (0.69) database management system (0.61) dbms (0.60) oracle (0.55) comptesse (0.50) |
✔ | 0.04 |
| en | avg(paris, london, berlin, madrid) | city (0.74) | city (0.74) metropolis (0.70) barcelona (0.69) frankfurt (0.66) germany (0.66) capital city (0.63) |
✔ | 0.03 |
| Term | Similarity |
|---|---|
| king | 1.00 |
| monarch | 0.80 |
| queen | 0.74 |
| prince | 0.71 |
| princess | 0.65 |
| sovereign | 0.64 |
| duke | 0.61 |
| princesse | 0.56 |
| viscount | 0.55 |
| man | 0.53 |
| Term | Similarity |
|---|---|
| roi | 1.00 |
| roi-soleil | 0.68 |
| king | 0.47 |
| sovereign | 0.47 |
| duc | 0.45 |
| capitale | 0.45 |
| monarch | 0.44 |
| database | 0.44 |
| angletterre | 0.44 |
| capital | 0.44 |
Time to compute vectorization examples: 1,9 s