This repository contains files related to our systematic survey about Multilingual RE.
- Details of all papers: Google Spreadsheet
- Colab Notebook: Google Colab
All approachesp(chronologically) studied, with publication year (Year), supported languages (Langs), number of relations (#Rel), the dataset name, KPIs, and implementation (Imp) are provided in the follwoing table:
| Approach | Year | Langs | #Rel | Domain | Dataset | KPI | Imp |
|---|---|---|---|---|---|---|---|
| FA4RC [[1]] | 2018 | en, zh | 6 | Adversarial RE | ACE05 | F1-score | FA4RC |
| AMNRE [[2]] | 2018 | en, zh | 176 | Adversarial RE | Neural RE | AUC, Precision, Recall | AMNRE |
| Structure Transfer [[3]] | 2019 | ar, en, zh | 18 | Joint Event and RE | ACE05 | F1-score | - |
| NCL RE [[4]] | 2019 | ar, de, en, es, it, ja, pt, zh | 59 | MRE | In-house & ACE05 | F1-score | - |
| LOREM [[5]] | 2020 | en, es, fr, hi, it, nl, ru | - | Open RE | WMORC | Precision, Recall, F1-score | LOREM |
| Multi²OIE [[6]] | 2020 | en, es, pt | - | Open IE | Re-OIE2016 | AUC, Precision, Recall, F1-score | Multi²OIE |
| GATE [[7]] | 2021 | ar, en, zh | 18 | Joint Event and RE | ACE05 | F1-score | GATE |
| LOME [[8]] | 2021 | en, zh | 4 | Temporal RE | Time Bank | F1-score | Lome |
| PUCRJ-PUCPR-UFMG [[9]] | 2021 | en, es | 13 | Bio-Medical | eHealth-KD | Precision, Recall, F1-score | PUCRJ-PUCPR-UFMG |
| CLARE [[10]] | 2021 | ar, en, zh | 6 | Adversarial RE | ACE05 | F1-score | - |
| HERBERTa [[11]] | 2021 | ar, de, en, es, fa, fr, it, ko, nl, pl, pt, ru, sv, uk | 16 | Joint NER & RE | SMiLER | F1-score | HERBERTa |
| PARE [[12]] | 2021 | de, en, es, fr | 37 | Distant Supervision | Dis-ReX | AUC, F1-score | DSRE |
| Temp Prob [[13]] | 2022 | en, es, fr, it | 13 | Temporal RE | Time Bank | F1-score | tlink_probing |
| MRC Prompt [[14]] | 2022 | ar, de, en, es, fa, fr, it, ko, nl, pl, pt, ru, sv, uk | 36 | LLM-Based RE | SMiLER | F1-score | meffi-prompt |
| TransRel [[15]] | 2022 | bn, en, hi, te | 51 | Low-resource | IndoRE | F1-score | IndoRE |
| mERE [[16]] | 2023 | ar, de, en, es, fa, fr, it, ko, nl, pl, pt, ru, sv, uk | 16 | Joint NER & RE | SMiLER | F1-score | - |
| Prompt-XRE [[17]] | 2023 | ar, en, zh | 18 | Typed Open RE | ACE05, WMT17-EnZh XRE | F1-score | XRE |
| SSDN [[18]] | 2023 | ar, en, zh | 18 | Joint EARL & RE | ACE05 | F1-score | - |