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- {"question": "Given the concept abstractive summarization, can you provide some similar concepts? Please provide some similar concepts.", "answer": "extractive summarization;neural abstractive summarization model;extractive summarization model;controllable summarization;single document summarization"}
2
- {"question": "Given the concept adversarial attack, can you provide some similar concepts? Please provide some similar concepts.", "answer": "adversarial search;adversarial sample;adversarial purification"}
3
- {"question": "Given the concept agent-based view of ai, can you provide some similar concepts? Please provide some similar concepts.", "answer": "game playing in ai;multi-agent systems;logic and logical agents"}
4
- {"question": "Given the concept AlphaGo, can you provide some similar concepts? Please provide some similar concepts.", "answer": "game playing in ai;agent-based view of ai;deep learning tools;chinese nlp;generative adversarial networks;neural question answering;monte carlo tree search"}
5
- {"question": "Given the concept aspect-sentiment pairs, can you provide some similar concepts? Please provide some similar concepts.", "answer": "sentiment analysis;sentence embeddings;aspect extraction;sentence representations;text classification"}
6
- {"question": "Given the concept autoencoders, can you provide some similar concepts? Please provide some similar concepts.", "answer": "encoder;decoder;entropy;recursive neural network;perceptron;neural network;recursive neural networks"}
7
- {"question": "Given the concept bayes theorem, can you provide some similar concepts? Please provide some similar concepts.", "answer": "bayesian network;variational bayes models;conditional probability;Naive Bayes;probabilities;maximum likelihood estimation"}
8
- {"question": "Given the concept beam search, can you provide some similar concepts? Please provide some similar concepts.", "answer": "heuristic search;graph theory;greedy algorithm;a* search"}
9
- {"question": "Given the concept Belief Propagation, can you provide some similar concepts? Please provide some similar concepts.", "answer": "conditional probability;bayes theorem;bayesian network;message passing"}
10
- {"question": "Given the concept BERT, can you provide some similar concepts? Please provide some similar concepts.", "answer": "ELMo;Transformers;language modeling; transformers; pretrained language modeling;word embeddings"}
11
- {"question": "Given the concept bidirectional recurrent neural networks, can you provide some similar concepts? Please provide some similar concepts.", "answer": "recurrent neural networks;lstm;neural networks;convolutional neural networks"}
12
- {"question": "Given the concept bilingual word embeddings, can you provide some similar concepts? Please provide some similar concepts.", "answer": "multilingual word embedding;cross-lingual word embeddings;unsupervised bilingual word embeddings;monolingual word embeddings;cross lingual word embeddings;word embeddings;cross lingual embeddings"}
13
- {"question": "Given the concept Canonical Correlation Analysis, can you provide some similar concepts? Please provide some similar concepts.", "answer": "Principal Component Analysis;linear discriminant analysis;linear regression"}
14
- {"question": "Given the concept citation networks, can you provide some similar concepts? Please provide some similar concepts.", "answer": "knowledge graph;collaborative filtering;recommendation systems;social network extraction;graph-based nlp;named entity recognition"}
15
- {"question": "Given the concept computer vision, can you provide some similar concepts? Please provide some similar concepts.", "answer": "nlp and vision;image classification;visual semantic;object detection;machine learning;entity detection;Visual Question Answering"}
16
- {"question": "Given the concept context-sensitive grammars, can you provide some similar concepts? Please provide some similar concepts.", "answer": "context sensitive grammar;context free grammars;context free grammar;probabilistic grammars;probabilistic context free grammars"}
17
- {"question": "Given the concept contextualized embeddings, can you provide some similar concepts? Please provide some similar concepts.", "answer": "pretrained contextual embeddings;word embeddings;representation learning;contextualized representation;entity embeddings;cross lingual embeddings;multimodal embeddings;sentence embeddings"}
18
- {"question": "Given the concept convolutional neural networks, can you provide some similar concepts? Please provide some similar concepts.", "answer": "graph convolutional networks;recursive neural networks;neural networks;recursive neural network;recurrent neural networks"}
19
- {"question": "Given the concept decision trees, can you provide some similar concepts? Please provide some similar concepts.", "answer": "random forest;expert systems;support vector machines;machine learning;classification"}
20
- {"question": "Given the concept decoder, can you provide some similar concepts? Please provide some similar concepts.", "answer": "encoder;dialog systems;sequence to sequence;Autoencoders;text generation"}
21
- {"question": "Given the concept dense retrieval, can you provide some similar concepts? Please provide some similar concepts.", "answer": "sparse retrieval;hybrid retrieval;information retrieval;image retrieval;evaluation of information retrieval;information extraction"}
22
- {"question": "Given the concept Dependency graph, can you provide some similar concepts? Please provide some similar concepts.", "answer": "dependency parsing;parsing;dependency syntax"}
23
- {"question": "Given the concept dialog systems, can you provide some similar concepts? Please provide some similar concepts.", "answer": "dialog generation;dialogue modeling;chat bots;question answering system;text generation"}
24
- {"question": "Given the concept document ranking, can you provide some similar concepts? Please provide some similar concepts.", "answer": "document representation;document modeling;Hierarchical document encoder;search engine indexing;pagerank;information retrieval"}
25
- {"question": "Given the concept domain adaptation, can you provide some similar concepts? Please provide some similar concepts.", "answer": "representation learning;transfer learning"}
26
- {"question": "Given the concept earley parsing, can you provide some similar concepts? Please provide some similar concepts.", "answer": "parsing;unlexicalized parsing;shallow parsing;semantic parsing;lexicalized parsing;classic parsing methods;neural parsing"}
27
- {"question": "Given the concept emotion recognition, can you provide some similar concepts? Please provide some similar concepts.", "answer": "multi-modal emotion recognition;facial recognition systems"}
28
- {"question": "Given the concept evaluation of information retrieval, can you provide some similar concepts? Please provide some similar concepts.", "answer": "information retrieval;toolkits for information retrieval;information extraction;image retrieval;sparse retrieval"}
29
- {"question": "Given the concept event extraction, can you provide some similar concepts? Please provide some similar concepts.", "answer": "clinical event extraction;event detection;information extraction;relation extraction;social network extraction"}
30
- {"question": "Given the concept feature selection, can you provide some similar concepts? Please provide some similar concepts.", "answer": "feature learning;aspect extraction;sparse retrieval;representation learning"}
31
- {"question": "Given the concept finite state machine, can you provide some similar concepts? Please provide some similar concepts.", "answer": "finite state transducers;State Space Models;neural turing machin"}
32
- {"question": "Given the concept first-order logic, can you provide some similar concepts? Please provide some similar concepts.", "answer": "first order logic;propositional logic;predicate logic;logic and reasoning;logic and logical agents"}
33
- {"question": "Given the concept Gaussian graphical models, can you provide some similar concepts? Please provide some similar concepts.", "answer": "Kernel Graphical Models;graphical models;graph theory"}
34
- {"question": "Given the concept graph-based nlp, can you provide some similar concepts? Please provide some similar concepts.", "answer": "information extraction;nlp for databases"}
35
- {"question": "Given the concept greedy algorithms, can you provide some similar concepts? Please provide some similar concepts.", "answer": "genetic algorithms;expectation maximization algorithm;heuristic search;latent dirichlet allocation;monte carlo tree search"}
36
- {"question": "Given the concept heuristic search, can you provide some similar concepts? Please provide some similar concepts.", "answer": "a* search"}
37
- {"question": "Given the concept hierarchical attention network, can you provide some similar concepts? Please provide some similar concepts.", "answer": "long short term memory networks;recursive neural network;recursive neural networks;neural networks;recurrent neural network;neural network;attention model"}
38
- {"question": "Given the concept image classification, can you provide some similar concepts? Please provide some similar concepts.", "answer": "image retrieval;relation classification;text classification;imagenet;entity detection;object detection"}
39
- {"question": "Given the concept imagenet, can you provide some similar concepts? Please provide some similar concepts.", "answer": "image classification;image retrieval;ResNet;computer vision;entity detection;object detection;feature learning"}
40
- {"question": "Given the concept kernels, can you provide some similar concepts? Please provide some similar concepts.", "answer": "kernel function;k means;neural networks"}
41
- {"question": "Given the concept knowledge graph, can you provide some similar concepts? Please provide some similar concepts.", "answer": "knowledge graph completion;knowledge representation;knowledge base population;relation extraction;graph-based nlp"}
42
- {"question": "Given the concept language models, can you provide some similar concepts? Please provide some similar concepts.", "answer": "language model;language modeling;character level language models;multilingual model;character level language model;evaluation of language modeling;hybrid language modeling"}
43
- {"question": "Given the concept latent dirichlet allocation, can you provide some similar concepts? Please provide some similar concepts.", "answer": "Dirichlet Processes;latent variable models;maximum likelihood estimation;markov random fields;kullback leibler divergence;topic modeling"}
44
- {"question": "Given the concept lexicalized parsing, can you provide some similar concepts? Please provide some similar concepts.", "answer": "unlexicalized parsing;semantic parsing;lexical semantics;neural parsing"}
45
- {"question": "Given the concept linear discriminant analysis, can you provide some similar concepts? Please provide some similar concepts.", "answer": "linear regression;logistic regression;log-linear models;Principal Component Analysis"}
46
- {"question": "Given the concept log-linear models, can you provide some similar concepts? Please provide some similar concepts.", "answer": "logistic regression;latent variable models;linear regression"}
47
- {"question": "Given the concept loss function, can you provide some similar concepts? Please provide some similar concepts.", "answer": "logistic regression;log-linear models;cross entropy;linear regression;supervised learning;training;neural networks"}
48
- {"question": "Given the concept machine translation, can you provide some similar concepts? Please provide some similar concepts.", "answer": "machine translation system;machine translation techniques;neural machine translation;multilingual machine translation;unsupervised machine translation;statistical machine translation;syntax based machine translation"}
49
- {"question": "Given the concept markov chain monte carlo, can you provide some similar concepts? Please provide some similar concepts.", "answer": "Markov chains;markov random fields;monte carlo methods;hidden markov models;Markov Random Fields;markov decision processes;monte carlo tree search"}
50
- {"question": "Given the concept markov random fields, can you provide some similar concepts? Please provide some similar concepts.", "answer": "Markov chains;markov chain monte carlo;hidden markov models;markov decision processesconditional random fields"}
51
- {"question": "Given the concept matrix factorization, can you provide some similar concepts? Please provide some similar concepts.", "answer": "matrix multiplication;Principal Component Analysis;markov random fields;dimensionality reduction;maximum likelihood estimation;recommendation systems"}
52
- {"question": "Given the concept monolingual word embedding, can you provide some similar concepts? Please provide some similar concepts.", "answer": "bilingual word embeddings;cross-lingual word embeddings;multilingual word embeddings;unsupervised bilingual word embeddings;cross lingual word embeddings;learning word embedding;word embedding"}
53
- {"question": "Given the concept monte carlo tree search, can you provide some similar concepts? Please provide some similar concepts.", "answer": "monte carlo methods;markov chain monte carlo;a* search;heuristic search;problem solving and search;alphago"}
54
- {"question": "Given the concept morphological analysis, can you provide some similar concepts? Please provide some similar concepts.", "answer": "morphological typology;morphological disambiguation;morphology and lexicon"}
55
- {"question": "Given the concept multi-modal emotion recognition, can you provide some similar concepts? Please provide some similar concepts.", "answer": "multimodal affective computing;emotion recognition;multi-modal learning;multimodal embeddings;multimodal fusion;facial recognition systems"}
56
- {"question": "Given the concept multi-modal learning, can you provide some similar concepts? Please provide some similar concepts.", "answer": "multi-task learning;ensemble learning;multimodal embeddings;multimodal fusion;multi-modal emotion recognition"}
57
- {"question": "Given the concept multilingual word embedding, can you provide some similar concepts? Please provide some similar concepts.", "answer": "word embedding;monolingual word embeddings;cross lingual word embeddings;cross-lingual word embeddings;bilingual word embeddings"}
58
- {"question": "Given the concept multimodal embeddings, can you provide some similar concepts? Please provide some similar concepts.", "answer": "multimodal fusion;multi-modal learning;contextualized embeddings"}
59
- {"question": "Given the concept multimodal fusion, can you provide some similar concepts? Please provide some similar concepts.", "answer": "multimodal embeddings;multimodal learning;multi-modal emotion recognition"}
60
- {"question": "Given the concept neural abstractive summarization model, can you provide some similar concepts? Please provide some similar concepts.", "answer": "abstractive summarization model;neural summarization;abstractive summarization;neural extractive summarization;controllable summarization"}
61
- {"question": "Given the concept neural machine translation, can you provide some similar concepts? Please provide some similar concepts.", "answer": "machine translation;multilingual machine translation;machine translation system;unsupervised machine translation;statistical machine translation;machine translation techniques;syntax based machine translation"}
62
- {"question": "Given the concept neural network, can you provide some similar concepts? Please provide some similar concepts.", "answer": "neural networks;neural network models;recursive neural network;recursive neural networks;training neural networks;recurrent neural network;convolutional neural network"}
63
- {"question": "Given the concept neural question answering, can you provide some similar concepts? Please provide some similar concepts.", "answer": "question answering;evaluation of question answering;Visual Question Answering;question answering system;neural language modeling;sequence-to-sequence models;lstm"}
64
- {"question": "Given the concept neural semantic parser, can you provide some similar concepts? Please provide some similar concepts.", "answer": "neural parsing;semantic parsing;neural language modeling"}
65
- {"question": "Given the concept neural topic modeling, can you provide some similar concepts? Please provide some similar concepts.", "answer": "neural language modeling;neural network models;topic modeling;neural networks"}
66
- {"question": "Given the concept news summarization, can you provide some similar concepts? Please provide some similar concepts.", "answer": "text summarization;scientific article summarization;single document summarization;extractive summarization;neural summarization"}
67
- {"question": "Given the concept nlp for databases, can you provide some similar concepts? Please provide some similar concepts.", "answer": "graph-based nlp;knowledge graph;information extraction;code generation semantic parsing"}
68
- {"question": "Given the concept pagerank, can you provide some similar concepts? Please provide some similar concepts.", "answer": "document ranking;graph-based nlp;document representation;search engine indexing;document modeling;n-gram models"}
69
- {"question": "Given the concept parsing, can you provide some similar concepts? Please provide some similar concepts.", "answer": "parsing evaluation;parsing model;semantic parsing;statistical parsing;shallow parsing;classic parsing methods;discourse parsing"}
70
- {"question": "Given the concept parts of speech, can you provide some similar concepts? Please provide some similar concepts.", "answer": "part of speech tagging;statistical part of speech tagging"}
71
- {"question": "Given the concept Principal Component Analysis, can you provide some similar concepts? Please provide some similar concepts.", "answer": "Canonical Correlation Analysis;matrix factorization;linear discriminant analysis;singular value decomposition;maximum likelihood estimation;spectral clustering"}
72
- {"question": "Given the concept probabilistic context free grammars, can you provide some similar concepts? Please provide some similar concepts.", "answer": "probabilistic grammars;context free grammars;context-sensitive grammars;context sensitive grammary"}
73
- {"question": "Given the concept probabilistic grammars, can you provide some similar concepts? Please provide some similar concepts.", "answer": "probablistic context free grammars;context free grammars;context free grammar;context sensitive grammar;combinatory categorial grammar;conditional probability"}
74
- {"question": "Given the concept propositional logic, can you provide some similar concepts? Please provide some similar concepts.", "answer": "predicate logic;first-order logic;logic and reasoning;first order logic"}
75
- {"question": "Given the concept random forest, can you provide some similar concepts? Please provide some similar concepts.", "answer": "decision trees;classification;feature selection"}
76
- {"question": "Given the concept recommendation system, can you provide some similar concepts? Please provide some similar concepts.", "answer": "collaborative filtering;matrix factorization"}
77
- {"question": "Given the concept robotic locomotion, can you provide some similar concepts? Please provide some similar concepts.", "answer": "robotics;autonomous cars"}
78
- {"question": "Given the concept ROUGE, can you provide some similar concepts? Please provide some similar concepts.", "answer": "BLUE;text summarization;summarization evaluation"}
79
- {"question": "Given the concept search, can you provide some similar concepts? Please provide some similar concepts.", "answer": "search engines;informed search;a* search;adversarial search"}
80
- {"question": "Given the concept sentence representations, can you provide some similar concepts? Please provide some similar concepts.", "answer": "word embeddings;sentence selection;sentence embeddings;sentence segmentation"}
81
- {"question": "Given the concept sentence selection, can you provide some similar concepts? Please provide some similar concepts.", "answer": "sentence representations;extractive summarization;sentence segmentation;sentence embeddings;sentence boundary recognition"}
82
- {"question": "Given the concept sentiment analysis, can you provide some similar concepts? Please provide some similar concepts.", "answer": "sentiment classification;aspect sentiment;sentence embeddings;social media analysis;text mining;text classification;neural text classifier"}
83
- {"question": "Given the concept sequence labeling model, can you provide some similar concepts? Please provide some similar concepts.", "answer": "sequence tagging;sequence-to-sequence models;semantic role labeling;sequence classification and conditional random fields"}
84
- {"question": "Given the concept shallow parsing, can you provide some similar concepts? Please provide some similar concepts.", "answer": "parsing;semantic parsing;unlexicalized parsing;classic parsing methods;parsing evaluation;parsing model;statistical parsing"}
85
- {"question": "Given the concept spectral clustering, can you provide some similar concepts? Please provide some similar concepts.", "answer": "spectral methods;clustering;structured sparsity;linear discriminant analysis;"}
86
- {"question": "Given the concept speech recognition, can you provide some similar concepts? Please provide some similar concepts.", "answer": "speech processing;speech synthesis;unsupervised speech recognition;text to speech generation;speech signal analysis"}
87
- {"question": "Given the concept State Space Models, can you provide some similar concepts? Please provide some similar concepts.", "answer": "finite state machines;finite state transducers;graphical models;Mixture Models;log-linear models;neural network models"}
88
- {"question": "Given the concept stemming, can you provide some similar concepts? Please provide some similar concepts.", "answer": "preprocessing"}
89
- {"question": "Given the concept story ending generation, can you provide some similar concepts? Please provide some similar concepts.", "answer": "text generation;sentence generation;seq2seq text generation;neural text generation"}
90
- {"question": "Given the concept text simplification, can you provide some similar concepts? Please provide some similar concepts.", "answer": "sentence simplification;text generation;text similarity;sentence embeddings"}
91
- {"question": "Given the concept topic modeling, can you provide some similar concepts? Please provide some similar concepts.", "answer": "language modeling;language model;neural topic modeling;language models"}
92
- {"question": "Given the concept transfer learning, can you provide some similar concepts? Please provide some similar concepts.", "answer": "domain adaptation;feature learning;supervised learning;semi supervised learning"}
93
- {"question": "Given the concept Transformers, can you provide some similar concepts? Please provide some similar concepts.", "answer": "BERT;pretrained langauge models;lstm;rnn;attention networks"}
94
- {"question": "Given the concept universal cross-language representation, can you provide some similar concepts? Please provide some similar concepts.", "answer": "multilingual model;multilingual machine translation;cross-lingual word embeddings;multilingual word embedding;cross lingual embeddings;distributed word representation"}
95
- {"question": "Given the concept unsupervised speech recognition, can you provide some similar concepts? Please provide some similar concepts.", "answer": "unsupervised speech-to-text translation;speech recognition;unsupervised learning"}
96
- {"question": "Given the concept unsupervised speech-to-text translation, can you provide some similar concepts? Please provide some similar concepts.", "answer": "unsupervised speech recognition;speech recognition;text to speech generation;speech signal analysis"}
97
- {"question": "Given the concept WikiHop, can you provide some similar concepts? Please provide some similar concepts.", "answer": "MedHop;knowledge graph;question answering"}
98
- {"question": "Given the concept word embeddings, can you provide some similar concepts? Please provide some similar concepts.", "answer": "sentence embeddings;semantic similarity;semantic relatedness;language modeling"}
99
- {"question": "Given the concept a* search, can you provide some similar concepts? Please provide some similar concepts.", "answer": "heuristic search;graph theory;greedy algorithm;beam search"}
100
- {"question": "Given the concept ELMO, can you provide some similar concepts? Please provide some similar concepts.", "answer": "Transformers;BERT;language modeling; transformers; pretrained language modeling;word embeddings"}