Text Simplification
Text Simplification is the task of reducing the complexity of the vocabulary and sentence structure of text while retaining its original meaning, with the goal of improving readability and understanding. Simplification has a variety of important societal applications, for example increasing accessibility for those with cognitive disabilities such as aphasia, dyslexia, and autism, or for non-native speakers and children with reading difficulties.
Papers
Showing 21–30 of 468 papers
All datasetsTurkCorpusASSETNewselaPWKP / WikiSmallDEplain-APA-docDEplain-web-docEurekaAlertDEplain-APA-sentDEplain-web-sentWikiLargeFRWiki-Auto + Turk
Benchmark Results
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GPT-175B (6 SARI-selected examples, high/low) | SARI (EASSE>=0.2.1) | 43.46 | — | Unverified |
| 2 | MUSS (BART+ACCESS Supervised) | SARI (EASSE>=0.2.1) | 42.53 | — | Unverified |
| 3 | Control Prefixes (BART) | SARI (EASSE>=0.2.1) | 42.32 | — | Unverified |
| 4 | TST | SARI (EASSE>=0.2.1) | 41.46 | — | Unverified |
| 5 | ACCESS | SARI (EASSE>=0.2.1) | 41.38 | — | Unverified |
| 6 | MUSS (BART+ACCESS Unsupervised) | SARI (EASSE>=0.2.1) | 40.85 | — | Unverified |
| 7 | DMASS-DCSS | SARI (EASSE>=0.2.1) | 40.45 | — | Unverified |
| 8 | SBMT-SARI | SARI (EASSE>=0.2.1) | 39.56 | — | Unverified |
| 9 | EditNTS | SARI (EASSE>=0.2.1) | 38.22 | — | Unverified |
| 10 | PBMT-R | SARI (EASSE>=0.2.1) | 38.04 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | GPT-175B (15 SARI-selected examples, random ordering) | BLEU | 73.92 | — | Unverified |
| 2 | MUSS (BART+ACCESS Supervised) | BLEU | 72.98 | — | Unverified |
| 3 | Control Prefixes (BART) | SARI (EASSE>=0.2.1) | 43.58 | — | Unverified |
| 4 | TST | SARI (EASSE>=0.2.1) | 43.21 | — | Unverified |
| 5 | MUSS (BART+ACCESS Unsupervised) | SARI (EASSE>=0.2.1) | 42.65 | — | Unverified |
| 6 | ACCESS | SARI (EASSE>=0.2.1) | 40.13 | — | Unverified |
| 7 | DMASS-DCSS | SARI (EASSE>=0.2.1) | 38.67 | — | Unverified |
| 8 | Dress-LS | SARI (EASSE>=0.2.1) | 36.59 | — | Unverified |
| 9 | UNTS (Unsupervised) | SARI (EASSE>=0.2.1) | 35.19 | — | Unverified |
| 10 | PBMT-R | SARI (EASSE>=0.2.1) | 34.63 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | CRF Alignment + Transformer | SARI | 36.6 | — | Unverified |
| 2 | Pointer + Multi-task Entailment and Paraphrase Generation | SARI | 33.22 | — | Unverified |
| 3 | EditNTS | SARI | 31.41 | — | Unverified |
| 4 | S2S-Cluster-FA | SARI | 30.73 | — | Unverified |
| 5 | Edit-Unsup-TS | SARI | 30.44 | — | Unverified |
| 6 | NSELSTM-S | SARI | 29.58 | — | Unverified |
| 7 | NSELSTM-B | SARI | 27.42 | — | Unverified |
| 8 | DRESS | SARI | 27.37 | — | Unverified |
| 9 | DMASS + DCSS | SARI | 27.28 | — | Unverified |
| 10 | DRESS-LS | SARI | 26.63 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | NSELSTM-B | BLEU | 53.42 | — | Unverified |
| 2 | TST | SARI | 44.67 | — | Unverified |
| 3 | UNSUP | BLEU | 38.47 | — | Unverified |
| 4 | DRESS-LS | BLEU | 36.32 | — | Unverified |
| 5 | DRESS | BLEU | 34.53 | — | Unverified |
| 6 | EditNTS | SARI | 32.35 | — | Unverified |
| 7 | NSELSTM-S | BLEU | 29.72 | — | Unverified |
| 8 | Pointer + Multi-task Entailment and Paraphrase Generation | BLEU | 27.23 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | long-mBART (trained on DEplain-APA-doc) | SARI (EASSE>=0.2.1) | 44.56 | — | Unverified |
| 2 | long-mBART (trained on DEplain-APA-doc & DEplain-web-doc) | SARI (EASSE>=0.2.1) | 42.86 | — | Unverified |
| 3 | long-mBART (trained on DEplain-web-doc) | SARI (EASSE>=0.2.1) | 35.02 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | long-mBART (trained on DEplain-APA-doc & DEplain-web-doc) | SARI (EASSE>=0.2.1) | 49.75 | — | Unverified |
| 2 | long-mBART (trained on DEplain-web-doc) | SARI (EASSE>=0.2.1) | 49.58 | — | Unverified |
| 3 | long-mBART (trained on DEplain-APA-doc) | SARI (EASSE>=0.2.1) | 43.09 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | SATS | SARI | 40.83 | — | Unverified |
| 2 | MedTSS-BART (Without Training) | Rouge1 | 35.17 | — | Unverified |
| 3 | HTSS | Rouge1 | 21.94 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | mBART (trained on DEplain-APA-sent & DEplain-web-sent) | SARI (EASSE>=0.2.1) | 34.9 | — | Unverified |
| 2 | mBART (trained on DEplain-APA-sent) | SARI (EASSE>=0.2.1) | 34.82 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | mBART (trained on DEplain-APA-sent & DEplain-web-sent) | SARI (EASSE>=0.2.1) | 34.83 | — | Unverified |
| 2 | mBART (trained on DEplain-APA-sent) | SARI (EASSE>=0.2.1) | 30.87 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | mT5 (fine-tuned on MULTI-SIM) | SARI | 39.23 | — | Unverified |
| 2 | LSTM | SARI | 39.05 | — | Unverified |
| # | Model | Metric | Claimed | Verified | Status |
|---|---|---|---|---|---|
| 1 | BART (TextBox 2.0) | BLEU-4 | 90.81 | — | Unverified |