task_path stringlengths 3 199 ⌀ | dataset stringlengths 1 128 ⌀ | model_name stringlengths 1 223 ⌀ | paper_url stringlengths 21 601 ⌀ | metric_name stringlengths 1 50 ⌀ | metric_value stringlengths 1 9.22k ⌀ |
|---|---|---|---|---|---|
Machine Translation | WMT2014 English-French | Transformer Big + MoS | https://arxiv.org/abs/1809.09296v2 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | Transformer Big + MoS | https://arxiv.org/abs/1809.09296v2 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | T2R + Pretrain | https://arxiv.org/abs/2103.13076v2 | BLEU score | 42.1 |
Machine Translation | WMT2014 English-French | T2R + Pretrain | https://arxiv.org/abs/2103.13076v2 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | T2R + Pretrain | https://arxiv.org/abs/2103.13076v2 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | Synthesizer (Random + Vanilla) | https://arxiv.org/abs/2005.00743v3 | BLEU score | 41.85 |
Machine Translation | WMT2014 English-French | Synthesizer (Random + Vanilla) | https://arxiv.org/abs/2005.00743v3 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | Synthesizer (Random + Vanilla) | https://arxiv.org/abs/2005.00743v3 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | Hardware Aware Transformer | https://arxiv.org/abs/2005.14187v1 | BLEU score | 41.8 |
Machine Translation | WMT2014 English-French | Transformer (big) + Relative Position Representations | http://arxiv.org/abs/1803.02155v2 | BLEU score | 41.5 |
Machine Translation | WMT2014 English-French | Stack 4-layer RNNSearch + Dual Learning + Deliberation Network | http://papers.nips.cc/paper/6775-deliberation-networks-sequence-generation-beyond-one-pass-decoding | BLEU score | 41.5 |
Machine Translation | WMT2014 English-French | Weighted Transformer (large) | http://arxiv.org/abs/1711.02132v1 | BLEU score | 41.4 |
Machine Translation | WMT2014 English-French | Weighted Transformer (large) | http://arxiv.org/abs/1711.02132v1 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | Weighted Transformer (large) | http://arxiv.org/abs/1711.02132v1 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | ConvS2S (ensemble) | http://arxiv.org/abs/1705.03122v3 | BLEU score | 41.3 |
Machine Translation | WMT2014 English-French | ConvS2S (ensemble) | http://arxiv.org/abs/1705.03122v3 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | ConvS2S (ensemble) | http://arxiv.org/abs/1705.03122v3 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | Evolved Transformer Big | https://arxiv.org/abs/1901.11117v4 | BLEU score | 41.3 |
Machine Translation | WMT2014 English-French | RNMT+ | http://arxiv.org/abs/1804.09849v2 | BLEU score | 41.0 |
Machine Translation | WMT2014 English-French | RNMT+ | http://arxiv.org/abs/1804.09849v2 | Hardware Burden | 132G |
Machine Translation | WMT2014 English-French | RNMT+ | http://arxiv.org/abs/1804.09849v2 | Operations per network pass | 2.81G |
Machine Translation | WMT2014 English-French | Transformer Big | https://arxiv.org/abs/1706.03762v7 | BLEU score | 41.0 |
Machine Translation | WMT2014 English-French | Transformer Big | https://arxiv.org/abs/1706.03762v7 | Hardware Burden | 23G |
Machine Translation | WMT2014 English-French | Transformer Big | https://arxiv.org/abs/1706.03762v7 | Operations per network pass | 2300000000.0G |
Machine Translation | WMT2014 English-French | Evolved Transformer Base | https://arxiv.org/abs/1901.11117v4 | BLEU score | 40.6 |
Machine Translation | WMT2014 English-French | ResMLP-12 | https://arxiv.org/abs/2105.03404v2 | BLEU score | 40.6 |
Machine Translation | WMT2014 English-French | MoE | http://arxiv.org/abs/1701.06538v1 | BLEU score | 40.56 |
Machine Translation | WMT2014 English-French | MoE | http://arxiv.org/abs/1701.06538v1 | Hardware Burden | 142G |
Machine Translation | WMT2014 English-French | MoE | http://arxiv.org/abs/1701.06538v1 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | Transformer | https://arxiv.org/abs/1901.11150v2 | BLEU score | 40.5 |
Machine Translation | WMT2014 English-French | ConvS2S | http://arxiv.org/abs/1705.03122v3 | BLEU score | 40.46 |
Machine Translation | WMT2014 English-French | ConvS2S | http://arxiv.org/abs/1705.03122v3 | Hardware Burden | 143G |
Machine Translation | WMT2014 English-French | ConvS2S | http://arxiv.org/abs/1705.03122v3 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | ResMLP-6 | https://arxiv.org/abs/2105.03404v2 | BLEU score | 40.3 |
Machine Translation | WMT2014 English-French | TransformerBase + AutoDropout | https://arxiv.org/abs/2101.01761v1 | BLEU score | 40 |
Machine Translation | WMT2014 English-French | TransformerBase + AutoDropout | https://arxiv.org/abs/2101.01761v1 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | TransformerBase + AutoDropout | https://arxiv.org/abs/2101.01761v1 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | GNMT+RL | http://arxiv.org/abs/1609.08144v2 | BLEU score | 39.9 |
Machine Translation | WMT2014 English-French | GNMT+RL | http://arxiv.org/abs/1609.08144v2 | Hardware Burden | 279G |
Machine Translation | WMT2014 English-French | GNMT+RL | http://arxiv.org/abs/1609.08144v2 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | Lite Transformer | https://arxiv.org/abs/2004.11886v1 | BLEU score | 39.6 |
Machine Translation | WMT2014 English-French | Deep-Att + PosUnk | http://arxiv.org/abs/1606.04199v3 | BLEU score | 39.2 |
Machine Translation | WMT2014 English-French | Deep-Att + PosUnk | http://arxiv.org/abs/1606.04199v3 | Hardware Burden | 119G |
Machine Translation | WMT2014 English-French | Deep-Att + PosUnk | http://arxiv.org/abs/1606.04199v3 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | Rfa-Gate-arccos | https://arxiv.org/abs/2103.02143v2 | BLEU score | 39.2 |
Machine Translation | WMT2014 English-French | Rfa-Gate-arccos | https://arxiv.org/abs/2103.02143v2 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | Rfa-Gate-arccos | https://arxiv.org/abs/2103.02143v2 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | Transformer Base | https://arxiv.org/abs/1706.03762v7 | BLEU score | 38.1 |
Machine Translation | WMT2014 English-French | Transformer Base | https://arxiv.org/abs/1706.03762v7 | Hardware Burden | 23G |
Machine Translation | WMT2014 English-French | Transformer Base | https://arxiv.org/abs/1706.03762v7 | Operations per network pass | 330000000.0G |
Machine Translation | WMT2014 English-French | LSTM6 + PosUnk | http://arxiv.org/abs/1410.8206v4 | BLEU score | 37.5 |
Machine Translation | WMT2014 English-French | LSTM6 + PosUnk | http://arxiv.org/abs/1410.8206v4 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | LSTM6 + PosUnk | http://arxiv.org/abs/1410.8206v4 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | PBMT | null | BLEU score | 37 |
Machine Translation | WMT2014 English-French | SMT+LSTM5 | http://arxiv.org/abs/1409.3215v3 | BLEU score | 36.5 |
Machine Translation | WMT2014 English-French | RNN-search50* | http://arxiv.org/abs/1409.0473v7 | BLEU score | 36.2 |
Machine Translation | WMT2014 English-French | Deep-Att | http://arxiv.org/abs/1606.04199v3 | BLEU score | 35.9 |
Machine Translation | WMT2014 English-French | Deep Convolutional Encoder; single-layer decoder | http://arxiv.org/abs/1611.02344v3 | BLEU score | 35.7 |
Machine Translation | WMT2014 English-French | LSTM | http://arxiv.org/abs/1409.3215v3 | BLEU score | 34.8 |
Machine Translation | WMT2014 English-French | CSLM + RNN + WP | http://arxiv.org/abs/1406.1078v3 | BLEU score | 34.54 |
Machine Translation | WMT2014 English-French | FLAN 137B (zero-shot) | https://arxiv.org/abs/2109.01652v5 | BLEU score | 33.9 |
Machine Translation | WMT2014 English-French | FLAN 137B (few-shot, k=9) | https://arxiv.org/abs/2109.01652v5 | BLEU score | 33.8 |
Machine Translation | WMT2014 English-French | Regularized LSTM | http://arxiv.org/abs/1409.2329v5 | BLEU score | 29.03 |
Machine Translation | WMT2014 English-French | Unsupervised PBSMT | http://arxiv.org/abs/1804.07755v2 | BLEU score | 28.11 |
Machine Translation | WMT2014 English-French | Unsupervised PBSMT | http://arxiv.org/abs/1804.07755v2 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | Unsupervised PBSMT | http://arxiv.org/abs/1804.07755v2 | Operations per network pass | null |
Machine Translation | WMT2014 English-French | PBSMT + NMT | http://arxiv.org/abs/1804.07755v2 | BLEU score | 27.6 |
Machine Translation | WMT2014 English-French | GRU+Attention | http://arxiv.org/abs/1610.08613v2 | BLEU score | 26.4 |
Machine Translation | WMT2014 English-French | SMT + iterative backtranslation (unsupervised) | http://arxiv.org/abs/1809.01272v1 | BLEU score | 26.22 |
Machine Translation | WMT2014 English-French | Unsupervised NMT + Transformer | http://arxiv.org/abs/1804.07755v2 | BLEU score | 25.14 |
Machine Translation | WMT2014 English-French | Unsupervised attentional encoder-decoder + BPE | http://arxiv.org/abs/1710.11041v2 | BLEU score | 14.36 |
Machine Translation | WMT2014 English-French | Unsupervised attentional encoder-decoder + BPE | http://arxiv.org/abs/1710.11041v2 | Hardware Burden | null |
Machine Translation | WMT2014 English-French | Unsupervised attentional encoder-decoder + BPE | http://arxiv.org/abs/1710.11041v2 | Operations per network pass | null |
Machine Translation > Multimodal Machine Translation | Multi30K | ERNIE-UniX2 | https://arxiv.org/abs/2211.04861v1 | BLEU (EN-DE) | 49.3 |
Machine Translation > Multimodal Machine Translation | Multi30K | IKD-MMT | https://arxiv.org/abs/2210.04468v2 | BLEU (EN-DE) | 41.28 |
Machine Translation > Multimodal Machine Translation | Multi30K | IKD-MMT | https://arxiv.org/abs/2210.04468v2 | Meteor (EN-DE) | 58.93 |
Machine Translation > Multimodal Machine Translation | Multi30K | IKD-MMT | https://arxiv.org/abs/2210.04468v2 | Meteor (EN-FR) | 77.20 |
Machine Translation > Multimodal Machine Translation | Multi30K | DCCN | https://arxiv.org/abs/2009.02016v1 | BLEU (EN-DE) | 39.7 |
Machine Translation > Multimodal Machine Translation | Multi30K | DCCN | https://arxiv.org/abs/2009.02016v1 | Meteor (EN-DE) | 56.8 |
Machine Translation > Multimodal Machine Translation | Multi30K | DCCN | https://arxiv.org/abs/2009.02016v1 | Meteor (EN-FR) | 76.4 |
Machine Translation > Multimodal Machine Translation | Multi30K | Caglayan | https://arxiv.org/abs/1911.12798v1 | BLEU (EN-DE) | 39.4 |
Machine Translation > Multimodal Machine Translation | Multi30K | Caglayan | https://arxiv.org/abs/1911.12798v1 | Meteor (EN-DE) | 58.7 |
Machine Translation > Multimodal Machine Translation | Multi30K | Gumbel-Attention MMT | https://arxiv.org/abs/2103.08862v2 | BLEU (EN-DE) | 39.2 |
Machine Translation > Multimodal Machine Translation | Multi30K | Gumbel-Attention MMT | https://arxiv.org/abs/2103.08862v2 | Meteor (EN-DE) | 57.8 |
Machine Translation > Multimodal Machine Translation | Multi30K | Multimodal Transformer | https://aclanthology.org/2020.acl-main.400 | BLEU (EN-DE) | 38.7 |
Machine Translation > Multimodal Machine Translation | Multi30K | Multimodal Transformer | https://aclanthology.org/2020.acl-main.400 | Meteor (EN-DE) | 55.7 |
Machine Translation > Multimodal Machine Translation | Multi30K | ImagiT | https://arxiv.org/abs/2009.09654v2 | BLEU (EN-DE) | 38.4 |
Machine Translation > Multimodal Machine Translation | Multi30K | ImagiT | https://arxiv.org/abs/2009.09654v2 | Meteor (EN-DE) | 55.7 |
Machine Translation > Multimodal Machine Translation | Multi30K | del+obj | https://arxiv.org/abs/1906.07701v1 | BLEU (EN-DE) | 38 |
Machine Translation > Multimodal Machine Translation | Multi30K | del+obj | https://arxiv.org/abs/1906.07701v1 | Meteor (EN-DE) | 55.6 |
Machine Translation > Multimodal Machine Translation | Multi30K | VMMTF | https://arxiv.org/abs/1811.00357v2 | BLEU (EN-DE) | 37.6 |
Machine Translation > Multimodal Machine Translation | Multi30K | VMMTF | https://arxiv.org/abs/1811.00357v2 | Meteor (EN-DE) | 56.0 |
Machine Translation > Multimodal Machine Translation | Multi30K | IMGD | http://arxiv.org/abs/1701.06521v1 | BLEU (EN-DE) | 37.3 |
Machine Translation > Multimodal Machine Translation | Multi30K | IMGD | http://arxiv.org/abs/1701.06521v1 | Meteor (EN-DE) | 55.1 |
Machine Translation > Multimodal Machine Translation | Multi30K | NMTSRC+IMG | http://arxiv.org/abs/1702.01287v1 | BLEU (EN-DE) | 37.1 |
Machine Translation > Multimodal Machine Translation | Multi30K | NMTSRC+IMG | http://arxiv.org/abs/1702.01287v1 | Meteor (EN-DE) | 54.5 |
Machine Translation > Multimodal Machine Translation | Multi30K | VAG-NMT | http://arxiv.org/abs/1808.08266v2 | BLEU (EN-DE) | 31.6 |
Machine Translation > Multimodal Machine Translation | Multi30K | VAG-NMT | http://arxiv.org/abs/1808.08266v2 | Meteor (EN-DE) | 52.2 |
Machine Translation > Multimodal Machine Translation | Multi30K | VAG-NMT | http://arxiv.org/abs/1808.08266v2 | Meteor (EN-FR) | 70.3 |
Machine Translation > Multimodal Machine Translation | Multi30K | PS-KD | https://arxiv.org/abs/2006.12000v3 | BLUE (DE-EN) | 32.3 |
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