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#### Incremental Transformer with Deliberation Decoder for Document Grounded Conversations
- 论文链接：https://www.aclweb.org/anthology/P19-1002.pdf
- 代码链接： https://github.com/lizekang/ITDD
#### Improving Multi-turn Dialogue Modelling with Utterance ReWriter
- 论文链接：https://www.aclweb.org/anthology/P19-1003.pdf
- 代码链接：https://github.com/chin-gyou/dialogue-utterance-rewriter
#### Do Neural Dialog Systems Use the Conversation History Effectively? An Empirical Study
- 论文链接：https://www.aclweb.org/anthology/P19-1004.pdf
* 代码链接：https://github.com/chinnadhurai/ParlAI/
#### Constructing Interpretive Spatio-Temporal Features for Multi-Turn Responses Selection
* 论文链接：https://www.aclweb.org/anthology/P19-1006.pdf
- 代码链接：https://github.com/CSLujunyu/Spatio-Temporal-Matching-Network
#### Semantic Parsing with Dual Learning
* 论文链接：https://www.aclweb.org/anthology/P19-1007.pdf
+ 代码链接：https://github.com/RhythmCao/
#### AMR Parsing as Sequence-to-Graph Transduction
+ 论文链接：https://www.aclweb.org/anthology/P19-1009.pdf
+ 代码链接：https://github.com/sheng-z/stog
#### Automatic Generation of High Quality CCGbanks for Parser Domain Adaptation
- 论文链接：https://www.aclweb.org/anthology/P19-1013.pdf
- 代码链接：https://github.com/masashi-y/depccg
#### Massively Multilingual Transfer for NER
- 论文链接：https://www.aclweb.org/anthology/P19-1015.pdf
- 代码链接：https://github.com/afshinrahimi/mmner
#### Reliability-aware Dynamic Feature Composition for Name Tagging
- 论文链接：https://www.aclweb.org/anthology/P19-1016.pdf
- 代码链接：https://github.com/limteng-rpi/neural_name_tagging
#### Bilingual Lexicon Induction with Semi-supervision in Non-Isometric Embedding Spaces
- 论文链接：https://www.aclweb.org/anthology/P19-1018.pdf
- 代码链接：https://github.com/joelmoniz/BLISS
#### An Effective Approach to Unsupervised Machine Translation
- 论文链接：https://www.aclweb.org/anthology/P19-1019.pdf
- 代码链接：https://github.com/artetxem/monoses
#### Effective Adversarial Regularization for Neural Machine Translation
- 论文链接：https://www.aclweb.org/anthology/P19-1020.pdf
- 代码链接：https://github.com/pfnet-research/vat_nmt
#### Neural Relation Extraction for Knowledge Base Enrichment
- 论文链接：https://www.aclweb.org/anthology/P19-1023.pdf
- 代码链接：http://www.ruizhang.info/GKB/gkb.htm
#### Attention Guided Graph Convolutional Networks for Relation Extraction
- 论文链接：https://www.aclweb.org/anthology/P19-1024.pdf
- 代码链接：http://www.statnlp.org/research/information-extraction1
#### Augmenting Neural Networks with First-order Logic
- 论文链接：https://www.aclweb.org/anthology/P19-1028.pdf
- 代码链接：https://github.com/utahnlp/layer_augmentation
#### Self-Regulated Interactive Sequence-to-Sequence Learning
- 论文链接：https://www.aclweb.org/anthology/P19-1029.pdf
- 代码链接：https://github.com/juliakreutzer/bandit-joeynmt/tree/acl19
#### Manipulating the Difficulty of C-Tests
- 论文链接：https://www.aclweb.org/anthology/P19-1035.pdf
- 代码链接：https://github.com/UKPLab/acl2019-ctest-difficulty-manipulation
#### Neural Text Simplification of Clinical Letters with a Domain Specific Phrase Table
- 论文链接：https://www.aclweb.org/anthology/P19-1037.pdf
- 代码链接：https://github.com/MMU-TDMLab/ClinicalNTS
#### What You Say and How You Say It Matters: Predicting Stock Volatility Using Verbal and Vocal Cues
- 论文链接：https://www.aclweb.org/anthology/P19-1038.pdf
- 代码链接：https://github.com/GeminiLn/EarningsCall_Dataset
#### Disentangled Representation Learning for Non-Parallel Text Style Transfer
- 论文链接：https://www.aclweb.org/anthology/P19-1041.pdf
- 代码链接：https://sites.google.com/view/disentangle4transfer
#### Cross-Sentence Grammatical Error Correction
- 论文链接：https://www.aclweb.org/anthology/P19-1042.pdf
- 代码链接：https://github.com/nusnlp/crosentgec
#### An Interactive Multi-Task Learning Network for End-to-End Aspect-Based Sentiment Analysis
- 论文链接：https://www.aclweb.org/anthology/P19-1048.pdf
- 代码链接：https://github.com/ruidan/IMN-E2E-ABSA
#### Transfer Capsule Network for Aspect Level Sentiment Classification
- 论文链接：https://www.aclweb.org/anthology/P19-1052.pdf
- 代码链接：https://github.com/NLPWM-WHU/TransCap
#### Classification and Clustering of Arguments with Contextualized Word Embeddings
+ 论文链接：https://www.aclweb.org/anthology/P19-1054.pdf
+ 代码链接：https://github.com/UKPLab/acl2019-BERT-argument-classification-and-clustering
#### DOER: Dual Cross-Shared RNN for Aspect Term-Polarity Co-Extraction
+ 论文链接：https://www.aclweb.org/anthology/P19-1056.pdf
+ 代码链接：https://github.com/ArrowLuo/DOER
#### Learning from Omission
+ 论文链接：https://www.aclweb.org/anthology/P19-1059.pdf
+ 代码链接：https://github.com/forkunited/ltprg
#### Multi-Task Learning for Coherence Modeling
+ 论文链接：https://www.aclweb.org/anthology/P19-1060.pdf
+ 代码链接：https://github.com/Youmna-H/coherence_mtl
#### Evaluating Discourse in Structured Text Representations
+ 论文链接：https://www.aclweb.org/anthology/P19-1062.pdf
+ 代码链接：https://github.com/elisaF/structured
#### Coreference Resolution with Entity Equalization
+ 论文链接：https://www.aclweb.org/anthology/P19-1066.pdf
+ 代码链接：https://github.com/kkjawz/coref-ee
#### How to (Properly) Evaluate Cross-Lingual Word Embeddings: On Strong Baselines, Comparative Analyses, and Some Misconceptions
+ 论文链接：https://www.aclweb.org/anthology/P19-1070.pdf
+ 代码链接：https://github.com/codogogo/xling-eval
#### SP-10K: A Large-scale Evaluation Set for Selectional Preference Acquisition
+ 论文链接：https://www.aclweb.org/anthology/P19-1071.pdf
+ 代码链接：https://github.com/HKUST-KnowComp/SP-10K
#### DocRED: A Large-Scale Document-Level Relation Extraction Dataset
+ 论文链接：https://www.aclweb.org/anthology/P19-1074.pdf
+ 代码链接：https://github.com/thunlp/DocRED
#### Crowdsourcing and Aggregating Nested Markable Annotations
+ 论文链接：https://www.aclweb.org/anthology/P19-1077.pdf
+ 代码链接：https://github.com/juntaoy/Dali-preprocessing-pipeline
#### Errudite: Scalable, Reproducible, and Testable Error Analysis
+ 论文链接：https://www.aclweb.org/anthology/P19-1073.pdf
+ 代码链接：https://github.com/uwdata/errudite
#### GEAR: Graph-based Evidence Aggregating and Reasoning for Fact Verification
+ 论文链接：https://www.aclweb.org/anthology/P19-1085.pdf
+ 代码链接：https://github.com/thunlp/GEAR
#### Don’t Take the Premise for Granted: Mitigating Artifacts in Natural Language Inference
+ 论文链接：https://www.aclweb.org/anthology/P19-1084.pdf
+ 代码链接：https://github.com/azpoliak/robust-nli
#### Knowledge-aware Pronoun Coreference Resolution
+ 论文链接：https://www.aclweb.org/anthology/P19-1083.pdf
+ 代码链接：https://github.com/HKUST-KnowComp/Pronoun-Coref-KG
#### HEAD-QA: A Healthcare Dataset for Complex Reasoning
+ 论文链接：https://www.aclweb.org/anthology/P19-1092.pdf
+ 代码链接：https://aghie.github.io/head-qa/
#### Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts
+ 论文链接：https://www.aclweb.org/anthology/P19-1096.pdf
+ 代码链接：https://github.com/NUSTM/ECPE
#### Improving the Similarity Measure of Determinantal Point Processes for Extractive Multi-Document Summarization
+ 论文链接：https://www.aclweb.org/anthology/P19-1098.pdf
+ 代码链接：https://github.com/ucfnlp/summarization-dpp-capsnet
#### Heuristic Authorship Obfuscation
+ 论文链接：https://www.aclweb.org/anthology/P19-1104.pdf
+ 代码链接：https://github.com/webis-de/acl-19
#### Learning Emphasis Selection for Written Text in Visual Media from Crowd-Sourced Label Distributions
+ 论文链接：https://www.aclweb.org/anthology/P19-1112.pdf
+ 代码链接：https://github.com/RiTUAL-UH/emphasis-2019
#### Self-Attentional Models for Lattice Inputs
+ 论文链接：https://www.aclweb.org/anthology/P19-1115.pdf
+ 代码链接：http://msperber.com/publication/sperber2019acl/
#### When a Good Translation is Wrong in Context: Context-Aware Machine Translation Improves on Deixis, Ellipsis, and Lexical Cohesion
+ 论文链接：https://www.aclweb.org/anthology/P19-1116.pdf
+ 代码链接：https://github.com/lena-voita/good-translation-wrong-in-context
#### Syntactically Supervised Transformers for Faster Neural Machine Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1122.pdf
+ 代码链接：https://github.com/dojoteef/synst
#### Graph Neural Networks with Generated Parameters for Relation Extraction
+ 论文链接：https://www.aclweb.org/anthology/P19-1128.pdf
+ 代码链接：https://github.com/thunlp/gp-gnn
#### Global Textual Relation Embedding for Relational Understanding
+ 论文链接：https://www.aclweb.org/anthology/P19-1127.pdf
+ 代码链接：https://github.com/czyssrs/GloREPlus
#### Joint Type Inference on Entities and Relations via Graph Convolutional Networks
+ 论文链接：https://www.aclweb.org/anthology/P19-1131.pdf
+ 代码链接：https://github.com/changzhisun/AntNRE
#### Fine-tuning Pre-Trained Transformer Language Models to Distantly Supervised Relation Extraction
+ 论文链接：https://www.aclweb.org/anthology/P19-1134.pdf
+ 代码链接：https://github.com/DFKI-NLP/DISTRE
#### Multi-Channel Graph Neural Network for Entity Alignment
+ 论文链接：https://www.aclweb.org/anthology/P19-1140.pdf
+ 代码链接：https://github.com/thunlp/MuGNN
#### ERNIE: Enhanced Language Representation with Informative Entities
+ 论文链接：https://www.aclweb.org/anthology/P19-1139.pdf
+ 代码链接：https://github.com/thunlp/ERNIE
#### DIAG-NRE: A Neural Pattern Diagnosis Framework for Distantly Supervised Neural Relation Extraction
+ 论文链接：https://www.aclweb.org/anthology/P19-1137.pdf
+ 代码链接：https://github.com/thunlp/DIAG-NRE
#### Improving Neural Language Models by Segmenting, Attending, and Predicting the Future
+ 论文链接：https://www.aclweb.org/anthology/P19-1144.pdf
+ 代码链接：https://github.com/luohongyin/PILM
#### Lightweight and Efficient Neural Natural Language Processing with Quaternion Networks
+ 论文链接：https://www.aclweb.org/anthology/P19-1145.pdf
+ 代码链接：https://github.com/vanzytay/QuaternionTransformers
#### Sparse Sequence-to-Sequence Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1146.pdf
+ 代码链接：https://github.com/deep-spin/entmax https://github.com/deep-spin/OpenNMT-entmax
#### Exact Hard Monotonic Attention for Character-Level Transduction
+ 论文链接：https://www.aclweb.org/anthology/P19-1148.pdf
+ 代码链接：https://github.com/shijie-wu/neural-transducer
#### A Lightweight Recurrent Network for Sequence Modeling
+ 论文链接：https://www.aclweb.org/anthology/P19-1149.pdf
+ 代码链接：https://github.com/bzhangGo/lrn
#### Towards Scalable and Reliable Capsule Networks for Challenging NLP Applications
+ 论文链接：https://www.aclweb.org/anthology/P19-1150.pdf
+ 代码链接：https://github.com/andyweizhao/NLP-Capsule
#### Open Vocabulary Learning for Neural Chinese Pinyin IME
+ 论文链接：https://www.aclweb.org/anthology/P19-1154.pdf
+ 代码链接：https://github.com/cooelf/OpenIME
#### LSTMEmbed: Learning Word and Sense Representations from a Large Semantically Annotated Corpus with Long Short-Term Memories
+ 论文链接：https://www.aclweb.org/anthology/P19-1165.pdf
+ 代码链接：https://github.com/iiacobac/LSTMEmbed
#### Evaluating Gender Bias in Machine Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1164.pdf
+ 代码链接：https://github.com/gabrielStanovsky/mt_gender
#### Meaning to Form: Measuring Systematicity as Information
- 论文链接：https://www.aclweb.org/anthology/P19-1171.pdf
- 代码链接：https://github.com/tpimentelms/meaning2form
#### Learning Deep Transformer Models for Machine Translation
- 论文链接：https://www.aclweb.org/anthology/P19-1176.pdf
- 代码链接：https://github.com/wangqiangneu/dlcl
#### Expressing Visual Relationships via Language
- 论文链接：https://www.aclweb.org/anthology/P19-1182.pdf
- 代码链接：https://github.com/airsplay/VisualRelationships
#### Weakly-Supervised Spatio-Temporally Grounding Natural Sentence in Video
+ 论文链接：https://www.aclweb.org/anthology/P19-1183.pdf
+ 代码链接：https://github.com/zfchenUnique/WSSTG
#### Continual and Multi-Task Architecture Search
+ 论文链接：https://www.aclweb.org/anthology/P19-1185.pdf
+ 代码链接：https://github.com/ramakanth-pasunuru/CAS-MAS
#### Boosting Entity Linking Performance by Leveraging Unlabeled Documents
+ 论文链接：https://www.aclweb.org/anthology/P19-1187.pdf
+ 代码链接：https://github.com/lephong/wnel
#### Reinforced Training Data Selection for Domain Adaptation
+ 论文链接：https://www.aclweb.org/anthology/P19-1189.pdf
+ 代码链接：https://github.com/timerstime/SDG4DA
#### Generating Long and Informative Reviews with Aspect-Aware Coarse-to-Fine Decoding
+ 论文链接：https://www.aclweb.org/anthology/P19-1190.pdf
+ 代码链接：https://github.com/turboLJY/Coarse-to-Fine-Review-Generation
#### PaperRobot: Incremental Draft Generation of Scientific Ideas
+ 论文链接：https://www.aclweb.org/anthology/P19-1191.pdf
+ 代码链接：https://github.com/EagleW/PaperRobot
#### Towards Fine-grained Text Sentiment Transfer
+ 论文链接：https://www.aclweb.org/anthology/P19-1194.pdf
+ 代码链接：https://github.com/luofuli/Fine-grained-Sentiment-Transfer
#### Data-to-text Generation with Entity Modeling
+ 论文链接：https://www.aclweb.org/anthology/P19-1195.pdf
+ 代码链接：https://github.com/ratishsp/data2text-entity-py
#### Key Fact as Pivot: A Two-Stage Model for Low Resource Table-to-Text Generation
+ 论文链接：https://www.aclweb.org/anthology/P19-1197v2.pdf
+ 代码链接：https://github.com/lancopku/Pivot
#### Jointly Learning Semantic Parser and Natural Language Generator via Dual Information Maximization
+ 论文链接：https://www.aclweb.org/anthology/P19-1201.pdf
+ 代码链接：https://github.com/oceanypt/DIM
#### Learning to Select, Track, and Generate for Data-to-Text
+ 论文链接：https://www.aclweb.org/anthology/P19-1202.pdf
+ 代码链接：https://github.com/aistairc/sports-reporter
#### Reinforced Dynamic Reasoning for Conversational Question Generation
+ 论文链接：https://www.aclweb.org/anthology/P19-1203.pdf
+ 代码链接：https://github.com/ZJULearning/ReDR
#### Unsupervised Neural Single-Document Summarization of Reviews via Learning Latent Discourse Structure and its Ranking
+ 论文链接：https://www.aclweb.org/anthology/P19-1206.pdf
+ 代码链接：https://github.com/misonuma/strsum
#### Neural Keyphrase Generation via Reinforcement Learning with Adaptive Rewards
+ 论文链接：https://www.aclweb.org/anthology/P19-1208.pdf
+ 代码链接：https://github.com/kenchan0226/keyphrase-generation-rl
#### Scoring Sentence Singletons and Pairs for Abstractive Summarization
+ 论文链接：https://www.aclweb.org/anthology/P19-1209.pdf
+ 代码链接：https://github.com/ucfnlp/summarization-sing-pair-mix
#### Self-Supervised Learning for Contextualized Extractive Summarization
+ 论文链接：https://www.aclweb.org/anthology/P19-1214.pdf
+ 代码链接：https://github.com/hongwang600/Summarization
#### Multi-Hop Paragraph Retrieval for Open-Domain Question Answering
+ 论文链接：https://www.aclweb.org/anthology/P19-1222.pdf
+ 代码链接：https://github.com/yairf11/MUPPET
#### E3: Entailment-driven Extracting and Editing for Conversational Machine Reading
+ 论文链接：https://www.aclweb.org/anthology/P19-1223.pdf
+ 代码链接：https://github.com/vzhong/e3
#### Generating Question-Answer Hierarchies
+ 论文链接：https://www.aclweb.org/anthology/P19-1224.pdf
+ 代码链接：http://squash.cs.umass.edu/
#### Enhancing Pre-Trained Language Representations with Rich Knowledge for Machine Reading Comprehension
+ 论文链接：https://www.aclweb.org/anthology/P19-1226.pdf
+ 代码链接：https://github.com/paddlepaddle/models/tree/develop/PaddleNLP/Research/ACL2019-KTNT
#### Compound Probabilistic Context-Free Grammars for Grammar Induction
+ 论文链接：https://www.aclweb.org/anthology/P19-1228.pdf
+ 代码链接：https://github.com/harvardnlp/compound-pcfg
#### Semi-supervised Domain Adaptation for Dependency Parsing
+ 论文链接：https://www.aclweb.org/anthology/P19-1229.pdf
+ 代码链接：https://github.com/SUDA-LA/ACL2019-dp-cross-domain
#### Head-Driven Phrase Structure Grammar Parsing on Penn Treebank
+ 论文链接：https://www.aclweb.org/anthology/P19-1230.pdf
+ 代码链接：https://github.com/DoodleJZ/HPSG-Neural-Parser
#### Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning
+ 论文链接：https://www.aclweb.org/anthology/P19-1231.pdf
+ 代码链接：https://github.com/v-mipeng/LexiconNER
#### Multi-Task Semantic Dependency Parsing with Policy Gradient for Learning Easy-First Strategies
+ 论文链接：https://www.aclweb.org/anthology/P19-1232.pdf
+ 代码链接：https://github.com/shuheikurita/semrl
#### GCDT: A Global Context Enhanced Deep Transition Architecture for Sequence Labeling
+ 论文链接：https://www.aclweb.org/anthology/P19-1233.pdf
+ 代码链接：https://github.com/Adaxry/GCDT
#### Unsupervised Learning of PCFGs with Normalizing Flow
+ 论文链接：https://www.aclweb.org/anthology/P19-1234.pdf
+ 代码链接：https://github.com/lifengjin/acl_flow
#### Cross-Domain NER using Cross-Domain Language Modeling
+ 论文链接：https://www.aclweb.org/anthology/P19-1236.pdf
+ 代码链接：https://github.com/jiachenwestlake/Cross-Domain_NER
#### Graph-based Dependency Parsing with Graph Neural Networks
+ 论文链接：https://www.aclweb.org/anthology/P19-1237.pdf
+ 代码链接：https://github.com/AntNLP/gnn-dep-parsing
#### Topic-Aware Neural Keyphrase Generation for Social Media Language
+ 论文链接：https://www.aclweb.org/anthology/P19-1240.pdf
+ 代码链接：https://github.com/yuewang-cuhk/TAKG
#### Multi-task Pairwise Neural Ranking for Hashtag Segmentation
+ 论文链接：https://www.aclweb.org/anthology/P19-1242.pdf
+ 代码链接：https://github.com/mounicam/hashtag_master
#### Predicting Human Activities from User-Generated Content
+ 论文链接：https://www.aclweb.org/anthology/P19-1245.pdf
+ 代码链接：https://lit.eecs.umich.edu/downloads.html
#### You Write like You Eat: Stylistic Variation as a Predictor of Social Stratification
+ 论文链接：https://www.aclweb.org/anthology/P19-1246.pdf
+ 代码链接：https://github.com/anbasile/social-variation (currently not found)
#### Celebrity Profiling
+ 论文链接：https://www.aclweb.org/anthology/P19-1249.pdf
+ 代码链接：https://github.com/webis-de/ACL-19
#### Encoding Social Information with Graph Convolutional Networks forPolitical Perspective Detection in News Media
+ 论文链接：https://www.aclweb.org/anthology/P19-1246.pdf
+ 代码链接：https://github.com/anbasile/social-variation (currently not found)
#### Argument Generation with Retrieval, Planning, and Realization
+ 论文链接：https://www.aclweb.org/anthology/P19-1255.pdf
+ 代码链接：https://xinyuhua.github.io/Resources/acl19/
#### Cross-Modal Commentator: Automatic Machine Commenting Based on Cross-Modal Information
+ 论文链接：https://www.aclweb.org/anthology/P19-1257.pdf
+ 代码链接：https://github.com/lancopku/CMAC
#### Cognitive Graph for Multi-Hop Reading Comprehension at Scale
+ 论文链接：https://www.aclweb.org/anthology/P19-1259.pdf
+ 代码链接：https://github.com/THUDM/CogQA
#### Exploiting Explicit Paths for Multi-hop Reading Comprehension
+ 论文链接：https://www.aclweb.org/anthology/P19-1263.pdf
+ 代码链接：https://github.com/allenai/PathNet
#### Sentence Mover’s Similarity: Automatic Evaluation for Multi-Sentence Texts
+ 论文链接：https://www.aclweb.org/anthology/P19-1264.pdf
+ 代码链接：https://github.com/src-d/wmd-relax https://github.com/eaclark07/sms
#### Explore, Propose, and Assemble: An Interpretable Model for Multi-Hop Reading Comprehension
+ 论文链接：https://www.aclweb.org/anthology/P19-1261.pdf
+ 代码链接：https://github.com/jiangycTarheel/EPAr
#### Avoiding Reasoning Shortcuts: Adversarial Evaluation, Training, and Model Development for Multi-Hop QA
+ 论文链接：https://www.aclweb.org/anthology/P19-1262.pdf
+ 代码链接：https://github.com/jiangycTarheel/Adversarial-MultiHopQA
#### Deep Dominance - How to Properly Compare Deep Neural Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1266.pdf
+ 代码链接：https://github.com/rtmdrr/deepComparison
#### Aiming beyond the Obvious: Identifying Non-Obvious Cases in Semantic Similarity Datasets
+ 论文链接：https://www.aclweb.org/anthology/P19-1268.pdf
+ 代码链接：https://github.com/wuningxi/LexSim
#### Putting Evaluation in Context: Contextual Embeddings Improve Machine Translation Evaluation
+ 论文链接：https://www.aclweb.org/anthology/P19-1269.pdf
+ 代码链接：https://github.com/nitikam/mteval-in-context
#### Joint Effects of Context and User History for Predicting Online Conversation Re-entries
+ 论文链接：https://www.aclweb.org/anthology/P19-1270.pdf
+ 代码链接：https://github.com/zxshamson/re-entry-prediction
#### Open Domain Event Extraction Using Neural Latent Variable Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1276.pdf
+ 代码链接：https://github.com/lx865712528/ACL2019-ODEE
#### Multi-Level Matching and Aggregation Network for Few-Shot Relation Classification
+ 论文链接：https://www.aclweb.org/anthology/P19-1277.pdf
+ 代码链接：https://github.com/ZhixiuYe/MLMAN
#### Quantifying Similarity between Relations with Fact Distribution
+ 论文链接：https://www.aclweb.org/anthology/P19-1278.pdf
+ 代码链接：https://github.com/thunlp/relation-similarity
#### Fine-Grained Temporal Relation Extraction
+ 论文链接：https://www.aclweb.org/anthology/P19-1280.pdf
+ 代码链接：http://decomp.io/
#### Is Attention Interpretable?
+ 论文链接：https://www.aclweb.org/anthology/P19-1282.pdf
+ 代码链接：https://github.com/serrano-s/attn-tests
#### Correlating Neural and Symbolic Representations of Language
+ 论文链接：https://www.aclweb.org/anthology/P19-1283.pdf
+ 代码链接：https://github.com/gchrupala/ursa
#### Interpretable Neural Predictions with Differentiable Binary Variables
+ 论文链接：https://www.aclweb.org/anthology/P19-1284.pdf
+ 代码链接：https://github.com/bastings/interpretable_predictions
#### Transformer-XL: Attentive Language Models beyond a Fixed-Length Context
+ 论文链接：https://www.aclweb.org/anthology/P19-1285.pdf
+ 代码链接：https://github.com/kimiyoung/transformer-xl
#### Domain Adaptation of Neural Machine Translation by Lexicon Induction
+ 论文链接：https://www.aclweb.org/anthology/P19-1286.pdf
+ 代码链接：https://github.com/junjiehu/dali
#### Retrieving Sequential Information for Non-Autoregressive Neural Machine Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1288.pdf
+ 代码链接：https://github.com/ictnlp/RSI-NAT
#### Robust Neural Machine Translation with Joint Textual and Phonetic Embedding
+ 论文链接：https://www.aclweb.org/anthology/P19-1291.pdf
+ 代码链接：https://phoneticmt.github.io/
#### Leveraging Local and Global Patterns for Self-Attention Networks
+ 论文链接：https://www.aclweb.org/anthology/P19-1295.pdf
+ 代码链接：https://github.com/scewiner/Leveraging
#### Multi-Source Cross-Lingual Model Transfer: Learning What to Share
+ 论文链接：https://www.aclweb.org/anthology/P19-1299.pdf
+ 代码链接：https://github.com/microsoft/Multilingual-Model-Transfer
#### Unsupervised Multilingual Word Embedding with Limited Resources using Neural Language Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1300.pdf
+ 代码链接：https://github.com/twadada/multilingual-nlm
#### Choosing Transfer Languages for Cross-Lingual Learning
+ 论文链接：https://www.aclweb.org/anthology/P19-1301.pdf
+ 代码链接：https://github.com/neulab/langrank
#### Neural Decipherment via Minimum-Cost Flow: From Ugaritic to Linear B
+ 论文链接：https://www.aclweb.org/anthology/P19-1303.pdf
+ 代码链接：https://github.com/j-luo93/NeuroDecipher
#### Cross-lingual Knowledge Graph Alignment via Graph Matching Neural Network
+ 论文链接：https://www.aclweb.org/anthology/P19-1304.pdf
+ 代码链接：https://github.com/syxu828/Crosslingula-KG-Matching
#### Zero-Shot Cross-Lingual Abstractive Sentence Summarization through Teaching Generation and Attention
+ 论文链接：https://www.aclweb.org/anthology/P19-1305.pdf
+ 代码链接：https://github.com/KelleyYin/Cross-lingual-Summarization
#### Cross-Lingual Syntactic Transfer through Unsupervised Adaptation of Invertible Projections
+ 论文链接：https://www.aclweb.org/anthology/P19-1311.pdf
+ 代码链接：https://github.com/jxhe/cross-lingual-struct-flow
#### On the Compositionality Prediction of Noun Phrases using Poincaré Embeddings
+ 论文链接：https://www.aclweb.org/anthology/P19-1316.pdf
+ 代码链接：https://github.com/uhh-lt/poincare
#### Relational Word Embeddings
+ 论文链接：https://www.aclweb.org/anthology/P19-1318.pdf
+ 代码链接：https://github.com/pedrada88/rwe
#### Incorporating Syntactic and Semantic Information in Word Embeddings using Graph Convolutional Networks
+ 论文链接：https://www.aclweb.org/anthology/P19-1320.pdf
+ 代码链接：https://github.com/malllabiisc/WordGCN
#### Annotation and Automatic Classification of Aspectual Categories
+ 论文链接：https://www.aclweb.org/anthology/P19-1323.pdf
+ 代码链接：https://github.com/wroberts/annotator
#### Putting Words in Context: LSTM Language Models and Lexical Ambiguity
+ 论文链接：https://www.aclweb.org/anthology/P19-1324.pdf
+ 代码链接：https://github.com/amore-upf/LSTM_ambiguity
#### Making Fast Graph-based Algorithms with Graph Metric Embeddings
+ 论文链接：[https://www.aclweb.org/anthology/P19-1325.pdf](https://www.aclweb.org/anthology/P19-1325.pdf)
+ 代码链接：[https://github.com/uhh-lt/path2vec](https://github.com/uhh-lt/path2vec)
#### HighRES: Highlight-based Reference-less Evaluation of Summarization
+ 论文链接：[https://www.aclweb.org/anthology/P19-1330.pdf](https://www.aclweb.org/anthology/P19-1330.pdf)
+ 代码链接：[https://github.com/sheffieldnlp/highres](https://github.com/sheffieldnlp/highres)
#### EditNTS: An Neural Programmer-Interpreter Model for Sentence Simplification through Explicit Editing
+ 论文链接：https://www.aclweb.org/anthology/P19-1331.pdf
+ 代码链接：https://github.com/yuedongP/EditNTS
#### Transforming Complex Sentences into a Semantic Hierarchy
+ 论文链接：https://www.aclweb.org/anthology/P19-1333.pdf
+ 代码链接：https://github.com/Lambda-3/DiscourseSimplification
#### Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference
+ 论文链接：https://www.aclweb.org/anthology/P19-1334.pdf
+ 代码链接：https://github.com/tommccoy1/hans
#### Zero-Shot Entity Linking by Reading Entity Descriptions
+ 论文链接：https://www.aclweb.org/anthology/P19-1335.pdf
+ 代码链接：https://github.com/lajanugen/zeshel
#### An Imitation Learning Approach to Unsupervised Parsing
+ 论文链接：https://www.aclweb.org/anthology/P19-1338.pdf
+ 代码链接：https://github.com/libowen2121/Imitation-Learning-for-Unsup-Parsing
#### Multilingual Constituency Parsing with Self-Attention and Pre-Training
+ 论文链接：https://www.aclweb.org/anthology/P19-1340.pdf
+ 代码链接：https://github.com/nikitakit/self-attentive-parser
#### Tree Communication Models for Sentiment Analysis
+ 论文链接：https://www.aclweb.org/anthology/P19-1342.pdf
+ 代码链接：https://github.com/fred2008/TCMSA
#### Psycholinguistics Meets Continual Learning: Measuring Catastrophic Forgetting in Visual Question Answering
+ 论文链接：https://www.aclweb.org/anthology/P19-1350.pdf
+ 代码链接：https://continual-vista.github.io/
#### Multi-grained Attention with Object-level Grounding for Visual Question Answering
+ 论文链接：https://www.aclweb.org/anthology/P19-1349.pdf
+ 代码链接：https://github.com/peteanderson80/bottom-up-attention
#### ELI5: Long Form Question Answering
+ 论文链接：https://www.aclweb.org/anthology/P19-1346.pdf
+ 代码链接：https://github.com/facebookresearch/ELI5
#### Literary Event Detection
+ 论文链接：https://www.aclweb.org/anthology/P19-1353.pdf
+ 代码链接：https://github.com/dbamman/ACL2019-literary-events
#### What Does BERT Learn about the Structure of Language?
+ 论文链接：https://www.aclweb.org/anthology/P19-1356.pdf
+ 代码链接：https://github.com/ganeshjawahar/interpret_bert
#### Semantically Conditioned Dialog Response Generation via Hierarchical Disentangled Self-Attention
+ 论文链接：https://www.aclweb.org/anthology/P19-1360.pdf
+ 代码链接：https://github.com/wenhuchen/HDSA-Dialog
#### Comparison of Diverse Decoding Methods from Conditional Language Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1365.pdf
+ 代码链接：https://github.com/rekriz11/DeDiv
#### Proactive Human-Machine Conversation with Explicit Conversation Goal
+ 论文链接：https://www.aclweb.org/anthology/P19-1369.pdf
+ 代码链接：https://github.com/PaddlePaddle/models/tree/develop/PaddleNLP/Research/ACL2019-DuConv
#### End-to-End Sequential Metaphor Identification Inspired by Linguistic Theories
+ 论文链接：https://www.aclweb.org/anthology/P19-1378.pdf
+ 代码链接：https://github.com/RuiMao1988/Sequential-Metaphor-Identification
#### Attention-based Conditioning Methods for External Knowledge Integration
+ 论文链接：https://www.aclweb.org/anthology/P19-1385.pdf
+ 代码链接：https://github.com/mourga/affective-attention
#### The KnowRef Coreference Corpus: Removing Gender and Number Cues for Difficult Pronominal Anaphora Resolution
+ 论文链接：https://www.aclweb.org/anthology/P19-1386.pdf
+ 代码链接：https://github.com/aemami1/KnowRef
#### StRE: Self Attentive Edit Quality Prediction in Wikipedia
+ 论文链接：https://www.aclweb.org/anthology/P19-1387.pdf
+ 代码链接：https://github.com/bhanu77prakash/StRE
#### How Large Are Lions? Inducing Distributions over Quantitative Attributes
+ 论文链接：https://www.aclweb.org/anthology/P19-1388.pdf
+ 代码链接：https://github.com/google-research-datasets/distribution-over-quantities
#### Fine-Grained Sentence Functions for Short-Text Conversation
+ 论文链接：https://www.aclweb.org/anthology/P19-1389.pdf
+ 代码链接：https://ai.tencent.com/ailab/nlp/dialogue/
#### Distant Learning for Entity Linking with Automatic Noise Detection
+ 论文链接：https://www.aclweb.org/anthology/P19-1400.pdf
+ 代码链接：https://github.com/lephong/dl4el
#### Hubless Nearest Neighbor Search for Bilingual Lexicon Induction
+ 论文链接：https://www.aclweb.org/anthology/P19-1399.pdf
+ 代码链接：https://github.com/baidu-research/HNN
#### Learning How to Active Learn by Dreaming
+ 论文链接：https://www.aclweb.org/anthology/P19-1401.pdf
+ 代码链接：https://github.com/trangvu/alil-dream
#### Neural Temporality Adaptation for Document Classification: Diachronic Word Embeddings and Domain Adaptation Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1403.pdf
+ 代码链接：https://github.com/xiaoleihuang/Neural_Temporality_Adaptation
#### Bayes Test of Precision, Recall, and F1 Measure for Comparison of Two Natural Language Processing Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1405.pdf
+ 代码链接：https://github.com/RamboWANG/acl2019
#### TIGS: An Inference Algorithm for Text Infilling with Gradient Search
+ 论文链接：[https://www.aclweb.org/anthology/P19-1406.pdf](https://www.aclweb.org/anthology/P19-1406.pdf)
+ 代码链接：https://github.com/dayihengliu/Text-Infilling-Gradient-Search
#### Revisiting Joint Modeling of Cross-document Entity and Event Coreference Resolution
+ 论文链接：https://www.aclweb.org/anthology/P19-1409.pdf
+ 代码链接：https://github.com/shanybar/event_entity_coref_ecb_plus
#### A Unified Linear-Time Framework for Sentence-Level Discourse Parsing
+ 论文链接：https://www.aclweb.org/anthology/P19-1410.pdf
+ 代码链接：https://ntunlpsg.github.io/project/parser/pointer-net-parser/
#### Multi-Relational Script Learning for Discourse Relations
+ 论文链接：https://www.aclweb.org/anthology/P19-1413.pdf
+ 代码链接：https://github.com/doug919/multi_relational_script_learning
#### Compositional Questions Do Not Necessitate Multi-hop Reasoning
+ 论文链接：https://www.aclweb.org/anthology/P19-1416.pdf
+ 代码链接：https://github.com/shmsw25/single-hop-rc
#### AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing
+ 论文链接：https://www.aclweb.org/anthology/P19-1418.pdf
+ 代码链接：https://github.com/zxteloiv/AdaNSP
#### The Language of Legal and Illegal Activity on the Darknet
+ 论文链接：https://www.aclweb.org/anthology/P19-1419.pdf
+ 代码链接：https://github.com/huji-nlp/cyber
#### Elicit4ing Knowledge from Experts: Automatic Transcript Parsing for Cognitive Task Analysis
+ 论文链接：https://www.aclweb.org/anthology/P19-1420.pdf
+ 代码链接：https://github.com/cnrpman/procedural-extraction
#### Course Concept Expansion in MOOCs with External Knowledge and Interactive Game
+ 论文链接：https://www.aclweb.org/anthology/P19-1421.pdf
+ 代码链接：https://github.com/thukg/concept-expansion-kg
#### Towards Near-imperceptible Steganographic Text
+ 论文链接：https://www.aclweb.org/anthology/P19-1422.pdf
+ 代码链接：https://github.com/falcondai/lm-steganography
#### Beyond BLEU:Training Neural Machine Translation with Semantic Similarity
+ 论文链接：https://www.aclweb.org/anthology/P19-1427.pdf
+ 代码链接：https://www.cs.cmu.edu/~jwieting/
#### Distilling Discrimination and Generalization Knowledge for Event Detection via Delta-Representation Learning
+ 论文链接：https://www.aclweb.org/anthology/P19-1429.pdf
+ 代码链接：https://github.com/luyaojie/delta-learning-for-ed
#### Chinese Relation Extraction with Multi-Grained Information and External Linguistic Knowledge
+ 论文链接：https://www.aclweb.org/anthology/P19-1430.pdf
+ 代码链接：https://github.com/thunlp/Chinese_NRE
#### Embedding Time Expressions for Deep Temporal Ordering Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1433.pdf
+ 代码链接：https://github.com/tagoyal/Temporal-event-ordering
#### Episodic Memory Reader: Learning What to Remember for Question Answering from Streaming Data
+ 论文链接：https://www.aclweb.org/anthology/P19-1434.pdf
+ 代码链接：https://github.com/h19920918/emr
#### Selection Bias Explorations and Debias Methods for Natural Language Sentence Matching Datasets
+ 论文链接：https://www.aclweb.org/anthology/P19-1435.pdf
+ 代码链接：https://github.com/ghzhang233/Leakage-Neutral-Learning-for-QuoraQP
#### Zero-Shot Semantic Parsing for Instructions
+ 论文链接：https://www.aclweb.org/anthology/P19-1438.pdf
+ 代码链接：https://github.com/givoli/TechnionNLI
#### Multi-Task Deep Neural Networks for Natural Language Understanding
+ 论文链接：https://www.aclweb.org/anthology/P19-1441.pdf
+ 代码链接：https://github.com/namisan/mt-dnn
#### SemBleu: A Robust Metric for AMR Parsing Evaluation
+ 论文链接：https://www.aclweb.org/anthology/P19-1446.pdf
+ 代码链接：https://github.com/freesunshine0316/sembleu
#### Representing Schema Structure with Graph Neural Networks for Text-to-SQL Parsing
+ 论文链接：https://www.aclweb.org/anthology/P19-1448.pdf
+ 代码链接：https://github.com/benbogin/spider-schema-gnn
#### Compositional Semantic Parsing across Graphbanks
+ 论文链接：https://www.aclweb.org/anthology/P19-1450.pdf
+ 代码链接：https://github.com/coli-saar/am-parser
#### Simple and Effective Paraphrastic Similarity from Parallel Translations
+ 论文链接：https://www.aclweb.org/anthology/P19-1453.pdf
+ 代码链接：https://www.cs.cmu.edu/~jwieting/
#### Second-Order Semantic Dependency Parsing with End-to-End Neural Networks
+ 论文链接：https://www.aclweb.org/anthology/P19-1454.pdf
+ 代码链接：https://github.com/wangxinyu0922/Second_Order_SDP
#### Latent Variable Sentiment Grammar
+ 论文链接：https://www.aclweb.org/anthology/P19-1457.pdf
+ 代码链接：https://github.com/Ehaschia/bi-tree-lstm-crf
#### Probing Neural Network Comprehension of Natural Language Arguments
+ 论文链接：https://www.aclweb.org/anthology/P19-1459.pdf
+ 代码链接：https://github.com/IKMLab/arct2
#### Toward Comprehensive Understanding of a Sentiment Based on Human Motives
+ 论文链接：https://www.aclweb.org/anthology/P19-1461.pdf
+ 代码链接：https://github.com/notani/acl2019-human-motive-identification
#### An Empirical Study of Span Representations in Argumentation Structure Parsing
+ 论文链接：https://www.aclweb.org/anthology/P19-1464.pdf
+ 代码链接：https://github.com/kuribayashi4/span_based_argumentation_parser
#### Duality of Link Prediction and Entailment Graph Induction
+ 论文链接：https://www.aclweb.org/anthology/P19-1468.pdf
+ 代码链接：https://github.com/mjhosseini/linkpred_entgraph
#### COMET: Commonsense Transformers for Automatic Knowledge Graph Construction
+ 论文链接：https://www.aclweb.org/anthology/P19-1470.pdf
+ 代码链接：https://github.com/atcbosselut/comet-commonsense
#### Unified Semantic Parsing with Weak Supervision
+ 论文链接：https://www.aclweb.org/anthology/P19-1473.pdf
+ 代码链接：https://github.com/pagrawal-ml/Unified-Semantic-Parsing
#### Every Child Should Have Parents: A Taxonomy Refinement Algorithm Based on Hyperbolic Term Embeddings
+ 论文链接：https://www.aclweb.org/anthology/P19-1474.pdf
+ 代码链接：https://github.com/uhh-lt/Taxonomy_Refinement_Embeddings
#### Generalized Tuning of Distributional Word Vectors for Monolingual and Cross-Lingual Lexical Entailment
+ 论文链接：https://www.aclweb.org/anthology/P19-1476.pdf
+ 代码链接：https://github.com/codogogo/glen
#### Coherent Comments Generation for Chinese Articles with a Graph-to-Sequence Model
+ 论文链接：https://www.aclweb.org/anthology/P19-1479.pdf
+ 代码链接：https://github.com/lancopku/Graph-to-seq-comment-generation
#### Interc4onnected Question Generation with Coreference Alignment and Conversation Flow Modeling
+ 论文链接：https://www.aclweb.org/anthology/P19-1480.pdf
+ 代码链接：https://github.com/Yifan-Gao/conversaional-QG
#### Cross-Lingual Training for Automatic Question Generation
+ 论文链接：https://www.aclweb.org/anthology/P19-1481.pdf
+ 代码链接：https://github.com/vishwajeet93/clqg
#### A Hierarchical Reinforced Sequence Operation Method for Unsupervised Text Style Transfer
+ 论文链接：https://www.aclweb.org/anthology/P19-1482.pdf
+ 代码链接：https://github.com/ChenWu98/Point-Then-Operate
#### Handling Divergent Reference Texts when Evaluating Table-to-Text Generation
+ 论文链接：https://www.aclweb.org/anthology/P19-1483.pdf
+ 代码链接：https://github.com/google-research/language/tree/master/language/table_text_eval
#### Unsupervised Question Answering by Cloze Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1484.pdf
+ 代码链接：https://github.com/facebookresearch/UnsupervisedQA
#### MultiQA: An Empirical Investigation of Generalization and Transfer in Reading Comprehension
+ 论文链接：https://www.aclweb.org/anthology/P19-1485.pdf
+ 代码链接：https://github.com/alontalmor/multiqa
#### A Resource-Free Evaluation Metric for Cross-Lingual Word Embeddings Based on Graph Modularity
+ 论文链接：https://www.aclweb.org/anthology/P19-1489.pdf
+ 代码链接：https://github.com/akkikiki/modularity_metric
#### Bilingual Lexicon Induction through Unsupervised Machine Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1494.pdf
+ 代码链接：https://github.com/artetxem/monoses
#### Automatically Identifying Complaints in Social Media
+ 论文链接：https://www.aclweb.org/anthology/P19-1495.pdf
+ 代码链接：https://github.com/danielpreotiuc/complaints-social-media
#### Hierarchical Transformers for Multi-Document Summarization
+ 论文链接：https://www.aclweb.org/anthology/P19-1500.pdf
+ 代码链接：https://github.com/nlpyang/hiersumm
#### Abstractive Text Summarization Based on Deep Learning and Semantic Content Generalization
+ 论文链接：https://www.aclweb.org/anthology/P19-1501.pdf
+ 代码链接：https://github.com/pkouris/abtextsum
#### Studying Summarization Evaluation Metrics in the Appropriate Scoring Range
+ 论文链接：https://www.aclweb.org/anthology/P19-1502.pdf
+ 代码链接：https://github.com/PeyrardM/acl-2019-Compare_Evaluation_Metrics
#### Simple Unsupervised Summarization by Contextual Matching
+ 论文链接：https://www.aclweb.org/anthology/P19-1503.pdf
+ 代码链接：https://github.com/jzhou316/Unsupervised-Sentence-Summarization
#### Generating Summaries with Topic Templates and Structured Convolutional Decoders
+ 论文链接：https://www.aclweb.org/anthology/P19-1504.pdf
+ 代码链接：https://github.com/lauhaide/WikiCatSum
#### Morphological Irregularity Correlates with Frequency
+ 论文链接：https://www.aclweb.org/anthology/P19-1505.pdf
+ 代码链接：https://github.com/shijie-wu/neural-transducer
#### Relating Simple Sentence Representations in Deep Neural Networks and the Brain
+ 论文链接：https://www.aclweb.org/anthology/P19-1507.pdf
+ 代码链接：https://github.com/SharmisthaJat/ACL2019-SimpleSentenceRepr-DNN-Brain
#### Word-order Biases in Deep-agent Emergent Communication
+ 论文链接：https://www.aclweb.org/anthology/P19-1509.pdf
+ 代码链接：https://github.com/facebookresearch/brica
#### Sequence-to-Nuggets: Nested Entity Mention Detection via Anchor-Region Networks
+ 论文链接：https://www.aclweb.org/anthology/P19-1511.pdf
+ 代码链接：https://github.com/sanmusunrise/ARNs
#### Identification of Tasks, Datasets, Evaluation Metrics, and Numeric Scores for Scientific Leaderboards Construction
+ 论文链接：https://www.aclweb.org/anthology/P19-1513.pdf
+ 代码链接：https://github.com/IBM/science-result-extractor
#### Quantity Tagger: A Latent-Variable Sequence Labeling Approach to Solving Addition-Subtraction Word Problems
+ 论文链接：https://www.aclweb.org/anthology/P19-1517.pdf
+ 代码链接：https://github.com/zoezou2015/quantity_tagger
#### A Deep Reinforced Sequence-to-Set Model for Multi-Label Classification
+ 论文链接：https://www.aclweb.org/anthology/P19-1518.pdf
+ 代码链接：https://github.com/lancopku/Seq2Set
#### Neural Aspect and Opinion Term Extraction with Mined Rules as Weak Supervision
+ 论文链接：https://www.aclweb.org/anthology/P19-1520.pdf
+ 代码链接：https://github.com/HKUST-KnowComp/RINANTE
#### Improving Open Information Extraction via Iterative Rank-Aware Learning
+ 论文链接：https://www.aclweb.org/anthology/P19-1523.pdf
+ 代码链接：https://github.com/jzbjyb/oie_rank
#### Towards Improving Neural Named Entity Recognition with Gazetteers
+ 论文链接：https://www.aclweb.org/anthology/P19-1524.pdf
+ 代码链接：https://github.com/lyutyuh/acl19_subtagger
#### How to Best Use Syntax in Semantic Role Labelling
+ 论文链接：https://www.aclweb.org/anthology/P19-1529.pdf
+ 代码链接：https://github.com/GaryYufei/bestParseSRL
#### PTB Graph Parsing with Tree Approximation
+ 论文链接：https://www.aclweb.org/anthology/P19-1530.pdf
+ 代码链接：https://github.com/yosihide/ptb2cf
#### Sequence Labeling Parsing by Learning across Representations
+ 论文链接：https://www.aclweb.org/anthology/P19-1531.pdf
+ 代码链接：https://github.com/mstrise/seq2label-crossrep
#### A Prism Module for Semantic Disentanglement in Name Entity Recognition
+ 论文链接：https://www.aclweb.org/anthology/P19-1532.pdf
+ 代码链接：https://github.com/liukun95/Prism-Module
#### Label-Agnostic Sequence Labeling by Copying Nearest Neighbors
+ 论文链接：https://www.aclweb.org/anthology/P19-1533.pdf
+ 代码链接：https://github.com/swiseman/neighbor-tagging
#### Conversing by Reading: Contentful Neural Conversation with On-demand Machine Reading
+ 论文链接：https://www.aclweb.org/anthology/P19-1539.pdf
+ 代码链接：https://github.com/qkaren/converse_reading_cmr
#### Personalizing Dialogue Agents via Meta-Learning
+ 论文链接：https://www.aclweb.org/anthology/P19-1542.pdf
+ 代码链接：https://github.com/HLTCHKUST/PAML
#### A Novel Bi-directional Interrelated Model for Joint Intent Detection and Slot Filling
+ 论文链接：https://www.aclweb.org/anthology/P19-1544.pdf
+ 代码链接：https://github.com/ZephyrChenzf/SF-ID-Network-For-NLU
#### Learning Latent Trees with Stochastic Perturbations and Differentiable Dynamic Programming
+ 论文链接：https://www.aclweb.org/anthology/P19-1551.pdf
+ 代码链接：https://github.com/FilippoC/diffdp
#### Better Exploiting Latent Variables in Text Modeling
+ 论文链接：https://www.aclweb.org/anthology/P19-1553.pdf
+ 代码链接：https://research-lab.yahoo.co.jp/en/software/
#### Soft Contextual Data Augmentation for Neural Machine Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1555.pdf
+ 代码链接：https://github.com/teslacool/SCA
#### Combating Ad4versarial Misspellings with Robust Word Recognition
+ 论文链接：https://www.aclweb.org/anthology/P19-1561.pdf
+ 代码链接：https://github.com/danishpruthi/Adversarial-Misspellings
#### An Empirical Investigation of Structured Output Modeling for Graph-based Neural Dependency Parsing
+ 论文链接：https://www.aclweb.org/anthology/P19-1562.pdf
+ 代码链接：https://github.com/zzsfornlp/zmsp
#### Observing Dialogue in Therapy: Categorizing and Forecasting Behavioral Codes
+ 论文链接：https://www.aclweb.org/anthology/P19-1563.pdf
+ 代码链接：https://github.com/utahnlp/therapist-observer
#### Multimodal Transformer Networks for End-to-End Video-Grounded Dialogue Systems
+ 论文链接：https://www.aclweb.org/anthology/P19-1564.pdf
+ 代码链接：https://github.com/henryhungle/MTN
#### Target-Guided Open-Domain Conversation
+ 论文链接：https://www.aclweb.org/anthology/P19-1565.pdf
+ 代码链接：https://github.com/squareRoot3/Target-Guided-Conversation
#### Zero-s4hot Word Sense Disambiguation using Sense Definition Embeddings
+ 论文链接：https://www.aclweb.org/anthology/P19-1568.pdf
+ 代码链接：https://github.com/malllabiisc/EWISE
#### Persuasion for Good: Towards a Personalized Persuasive Dialogue System for Social Good
+ 论文链接：https://www.aclweb.org/anthology/P19-1566.pdf
+ 代码链接：https://gitlab.com/ucdavisnlp/persuasionforgood
#### Mod4eling Semantic Compositionality with Sememe Knowledge
+ 论文链接：https://www.aclweb.org/anthology/P19-1571.pdf
+ 代码链接：https://github.com/thunlp/Sememe-SC
#### Collocation Classification with Unsupervised Relation Vectors
+ 论文链接：https://www.aclweb.org/anthology/P19-1576.pdf
+ 代码链接：https://bitbucket.org/luisespinosa/lexfunc/src/master/
#### Generalized Data Augmentation for Low-Resource Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1579.pdf
+ 代码链接：https://github.com/xiamengzhou/DataAugForLRL
#### Analyzing Multi-Head Self-Attention: Specialized Heads Do the Heavy Lifting, the Rest Can Be Pruned
+ 论文链接：https://www.aclweb.org/anthology/P19-1580.pdf
+ 代码链接：https://github.com/lena-voita/the-story-of-heads
#### Target Conditioned Sampling: Optimizing Data Selection for Multilingual Neural Machine Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1583.pdf
+ 代码链接：https://github.com/cindyxinyiwang/TCS
#### Merge and Label: A Novel Neural Network Architecture for Nested NER
+ 论文链接：https://www.aclweb.org/anthology/P19-1585.pdf
+ 代码链接：https://github.com/fishjh2/merge_label
#### Variatio4nal Pretraining for Semi-supervised Text Classification
+ 论文链接：https://www.aclweb.org/anthology/P19-1590.pdf
+ 代码链接：https://github.com/allenai/vampire
#### Task Refinement Learning for Improved Accuracy and Stability of Unsupervised Domain Adaptation
+ 论文链接：https://www.aclweb.org/anthology/P19-1591.pdf
+ 代码链接：https://github.com/yftah89/TRL-PBLM
#### The Referential Reader: A Recurrent Entity Network for Anaphora Resolution
+ 论文链接：https://www.aclweb.org/anthology/P19-1593.pdf
+ 代码链接：https://github.com/liufly/refreader
#### BAM! Born-Again Multi-Task Networks for Natural Language Understanding
+ 论文链接：https://www.aclweb.org/anthology/P19-1595.pdf
+ 代码链接：https://github.com/google-research/google-research/tree/master/bam
#### Barack’s Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling
+ 论文链接：https://www.aclweb.org/anthology/P19-1598.pdf
+ 代码链接：https://github.com/rloganiv/kglm-model
#### Generating Sentences from Disentangled Syntactic and Semantic Spaces
+ 论文链接：https://www.aclweb.org/anthology/P19-1602.pdf
+ 代码链接：https://github.com/baoy-nlp/DSS-VAE
#### Lear4ning to Control the Fine-grained Sentiment for Story Ending Generation
+ 论文链接：https://www.aclweb.org/anthology/P19-1603.pdf
+ 代码链接：https://github.com/luofuli/sentimental-story-ending
#### Combining Knowledge Hunting and Neural Language Models to Solve the Winograd Schema Challenge
+ 论文链接：https://www.aclweb.org/anthology/P19-1614.pdf
+ 代码链接：https://github.com/Ashprakash/CKLM
#### Multi-hop Reading Comprehension through Question Decomposition and Rescoring
+ 论文链接：https://www.aclweb.org/anthology/P19-1613.pdf
+ 代码链接：https://github.com/shmsw25/DecompRC
#### RankQA: Neural Question Answering with Answer Re-Ranking
+ 论文链接：https://www.aclweb.org/anthology/P19-1611.pdf
+ 代码链接：https://github.com/bernhard2202/rankqa
#### Learning Represe4ntation Mapping for Relation Detection in Knowledge Base Question Answering
+ 论文链接：https://www.aclweb.org/anthology/P19-1616.pdf
+ 代码链接：https://github.com/wudapeng268/KBQA-Adapter
#### Dynamically Fused Graph Network for Multi-hop Reasoning
+ 论文链接：https://www.aclweb.org/anthology/P19-1617.pdf
+ 代码链接：https://github.com/woshiyyya/DFGN-pytorch
#### NLProlog: Reasoning with Weak Unification for Question Answering in Natural Language
+ 论文链接：https://www.aclweb.org/anthology/P19-1618.pdf
+ 代码链接：https://github.com/leonweber/nlprolog
#### Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions
+ 论文链接：https://www.aclweb.org/anthology/P19-1619.pdf
+ 代码链接：https://github.com/lijierui/group-attention
#### Are Red Roses Red? Evaluating Consistency of Question-Answering Models
+ 论文链接：https://www.aclweb.org/anthology/P19-1621.pdf
+ 代码链接：https://github.com/marcotcr/qa_consistency
#### Wetin dey with these comments? Modeling Sociolinguistic Factors Affecting Code-switching Behavior in Nigerian Online Discussions
+ 论文链接：https://www.aclweb.org/anthology/P19-1625.pdf
+ 代码链接：https://blablablab.si.umich.edu/projects/naija/
#### Sentence Centrality Revisited for Unsupervised Summarization
+ 论文链接：https://www.aclweb.org/anthology/P19-1628.pdf
+ 代码链接：https://github.com/mswellhao/PacSum
#### Discourse Representation Parsing for Sentences and Documents
+ 论文链接：https://www.aclweb.org/anthology/P19-1629.pdf
+ 代码链接：https://github.com/LeonCrashCode/TreeDRSparsing
#### Matching Article Pairs with Graphical Decomposition and Convolutions
+ 论文链接：https://www.aclweb.org/anthology/P19-1632.pdf
+ 代码链接：https://github.com/BangLiu/ArticlePairMatching
#### Bias Analysis and Mitigation in the Evaluation of Authorship Verification
+ 论文链接：https://www.aclweb.org/anthology/P19-1634.pdf
+ 代码链接：https://github.com/webis-de/acl-19
#### Large-Scale Multi-Label Text Classification on EU Legislation
+ 论文链接：https://www.aclweb.org/anthology/P19-1636.pdf
+ 代码链接：https://github.com/iliaschalkidis/lmtc-eurlex57k
#### Encouraging Paragraph Embeddings to Remember Sentence Identity Improves Classification
+ 论文链接：https://www.aclweb.org/anthology/P19-1638.pdf
+ 代码链接：https://github.com/tuvuumass/SCoPE
#### Latent Variable Model for Multi-modal Translation
+ 论文链接：https://www.aclweb.org/anthology/P19-1642.pdf
+ 代码链接：https://github.com/iacercalixto/variational_mmt
#### Identifying Visible Actions in Lifestyle Vlogs
+ 论文链接：https://www.aclweb.org/anthology/P19-1643.pdf
+ 代码链接：https://lit.eecs.umich.edu/downloads.html
#### Symbolic Inductive Bias for Visually Grounded Learning of Spoken Language
+ 论文链接：https://www.aclweb.org/anthology/P19-1647.pdf
+ 代码链接：https://github.com/gchrupala/symbolic-bias
#### Bridging by Word: Image Grounded Vocabulary Construction for Visual Captioning
+ 论文链接：https://www.aclweb.org/anthology/P19-1652.pdf
+ 代码链接：https://github.com/LibertFan/ImageCaption
#### VIFIDEL: Evaluating the Visual Fidelity of Image Descriptions
+ 论文链接：https://www.aclweb.org/anthology/P19-1654.pdf
+ 代码链接：https://github.com/ImperialNLP/vifidel
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