{"task":"SQL-to-Text","dataset":"WikiSQL","metric_names":["BLEU-4"],"rows":[{"id":96070,"task":"SQL-to-Text","parent_task":null,"dataset":"WikiSQL","model_name":"Graph2Seq-PGE","metrics":{"BLEU-4":"38.97"},"paper_url":"http://arxiv.org/abs/1804.00823v4","paper_title":"Graph2Seq: Graph to Sequence Learning with Attention-based Neural Networks","paper_date":"2018-04-03","code_links":[{"title":"IBM/Graph2Seq","url":"https://github.com/IBM/Graph2Seq"},{"title":"Attn-to-FC/Attn-to-FC","url":"https://github.com/Attn-to-FC/Attn-to-FC"},{"title":"dice-group/NABU","url":"https://github.com/dice-group/NABU"},{"title":"ReleasedBrainiac/GraphToSequenceNN","url":"https://github.com/ReleasedBrainiac/GraphToSequenceNN"}],"metrics_order":"[\"BLEU-4\"]","area":"Computer Code","uses_additional_data":0,"source":"archive","tags":[]},{"id":96071,"task":"SQL-to-Text","parent_task":null,"dataset":"WikiSQL","model_name":"GGS-NN","metrics":{"BLEU-4":"35.53"},"paper_url":"http://arxiv.org/abs/1511.05493v4","paper_title":"Gated Graph Sequence Neural Networks","paper_date":"2015-11-17","code_links":[{"title":"dmlc/dgl","url":"https://github.com/dmlc/dgl/tree/master/examples/pytorch/ggnn"},{"title":"Microsoft/gated-graph-neural-network-samples","url":"https://github.com/Microsoft/gated-graph-neural-network-samples"},{"title":"chingyaoc/ggnn.pytorch","url":"https://github.com/chingyaoc/ggnn.pytorch"},{"title":"JamesChuanggg/ggnn.pytorch","url":"https://github.com/JamesChuanggg/ggnn.pytorch"},{"title":"yujiali/ggnn","url":"https://github.com/yujiali/ggnn"},{"title":"messi-q/gnnscvuldetector","url":"https://github.com/messi-q/gnnscvuldetector"},{"title":"Microsoft/graph-partition-neural-network-samples","url":"https://github.com/Microsoft/graph-partition-neural-network-samples"},{"title":"bdqnghi/bi-tbcnn","url":"https://github.com/bdqnghi/bi-tbcnn"},{"title":"entslscheia/GGNN_Reasoning","url":"https://github.com/entslscheia/GGNN_Reasoning"},{"title":"alexOarga/haiku-geometric","url":"https://github.com/alexOarga/haiku-geometric/blob/main/haiku_geometric/nn/conv/gated_graph_conv.py"},{"title":"aszot/ggnn","url":"https://github.com/aszot/ggnn"},{"title":"vntchain/gnnscvuldetector","url":"https://github.com/vntchain/gnnscvuldetector"},{"title":"fau-is/grm","url":"https://github.com/fau-is/grm"}],"metrics_order":"[\"BLEU-4\"]","area":"Computer Code","uses_additional_data":0,"source":"archive","tags":[]}]}