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- jsonl_outputs/dataset_infos.json +0 -66
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jsonl_outputs/README.md
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# TutorQA Benchmark
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This dataset is part of the benchmark introduced in the paper [Graphusion: Leveraging Large Language Models for
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Scientific Knowledge Graph Fusion and Construction in NLP Education](https://arxiv.org/pdf/2407.10794v1). We also release more data in our [GitHub page](https://github.com/IreneZihuiLi/Graphusion/tree/main).
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It contains 6 tasks designed for evaluating various aspects of reasoning, graph understanding, and language generation.
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## Dataset Structure
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Each task is a separate split:
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- `task1`: Relation Judgment
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- `task2`: Prerequisite Prediction
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- `task3`: Path Searching
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- `task4`: Subgraph Completion
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- `task5`: Clustering
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- `task6`: Idea Hamster (no answers, open ended)
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| Split | Fields |
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|:-------|:----------------------------|
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| task1 | `question`, `answer` |
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| task2 | `question`, `answer` |
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| task3 | `question`, `answer` |
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| task4 | `question`, `answer` |
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| task5 | `question`, `answer` |
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| task6 | `question` |
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## Usage Example
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```python
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from datasets import load_dataset
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dataset = load_dataset("li-lab/tutorqa")
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# Access individual tasks
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task1 = dataset["task1"]
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task6 = dataset["task6"]
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```
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jsonl_outputs/dataset_infos.json
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{
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"Graphusion_Benchmark": {
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"description": "Benchmark dataset from the Graphusion paper. Includes 6 tasks for graph-based reasoning and QA evaluation.",
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"citation": "@misc{graphusion2024, title={Graphusion: Graph-Augmented Reasoning for Language Models}, author={Irene Li and others}, year={2024}, howpublished={\\url{https://github.com/IreneZihuiLi/Graphusion}}",
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"homepage": "https://github.com/IreneZihuiLi/Graphusion",
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"license": "Other",
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"splits": {
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"task1": {
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"name": "task1",
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"name": "task2",
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"name": "task3",
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}
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},
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"features": {
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"task1": {
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"question": { "dtype": "string", "id": null },
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"answer": { "dtype": "string", "id": null }
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},
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"task2": {
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"question": { "dtype": "string", "id": null },
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"answer": { "dtype": "string", "id": null }
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},
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"task3": {
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"question": { "dtype": "string", "id": null },
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"answer": { "dtype": "string", "id": null }
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},
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"task4": {
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"question": { "dtype": "string", "id": null },
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"answer": { "dtype": "string", "id": null }
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},
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"task5": {
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"question": { "dtype": "string", "id": null },
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"answer": { "dtype": "string", "id": null }
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},
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"task6": {
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"question": { "dtype": "string", "id": null }
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}
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}
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}
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}
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jsonl_outputs/task1.jsonl
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jsonl_outputs/task2.jsonl
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{"question": "In the domain of Natural Language Processing, I want to learn about syntax based machine translation, what concepts should I learn first?", "answer": "syntax;machine translation"}
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| 2 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about convolutional neural networks, what concepts should I learn first?", "answer": "neural networks"}
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| 3 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about dependency syntax, what concepts should I learn first?", "answer": "syntax"}
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| 4 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about multilingual model, what concepts should I learn first?", "answer": "transferring NMT model"}
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| 5 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about NLP models, what concepts should I learn first?", "answer": "tokenization"}
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| 6 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about visual knowledge augmentation, what concepts should I learn first?", "answer": "visual semantic"}
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| 7 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about image retrieval, what concepts should I learn first?", "answer": "information retrieval"}
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| 8 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about multilingual word embedding, what concepts should I learn first?", "answer": "word embedding variations"}
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| 9 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about robotic locomotion, what concepts should I learn first?", "answer": "robotics"}
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| 10 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Visual QA, what concepts should I learn first?", "answer": "question answering"}
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| 11 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about heuristic search, what concepts should I learn first?", "answer": "search"}
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| 12 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about question answering, what concepts should I learn first?", "answer": "probabilities;bayes theorem"}
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| 13 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about thesaurus-based similarity, what concepts should I learn first?", "answer": "lexical semantics;wordnet;semantic similarity"}
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| 14 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Variations of GANs, what concepts should I learn first?", "answer": "generative adversarial networks;generative and discriminative models;backpropagation;loss function"}
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| 15 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about context free grammars, what concepts should I learn first?", "answer": "structured learning;linguistics basics;word distributions;vector semantics;vector representations;natural language processing intro"}
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| 16 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about uncertainty, what concepts should I learn first?", "answer": "search"}
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| 17 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about bag of words model, what concepts should I learn first?", "answer": "vector representations"}
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| 18 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about pagerank, what concepts should I learn first?", "answer": "graph-based nlp"}
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| 19 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about neural summarization, what concepts should I learn first?", "answer": "seq2seq;beam search;text summarization"}
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| 20 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Meta-Learning, what concepts should I learn first?", "answer": "probabilities;optimization;machine learning resources;loss function"}
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| 21 |
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{"question": "In the domain of Natural Language Processing, I want to learn about sequence classification and conditional random fields, what concepts should I learn first?", "answer": "classification;machine learning resources"}
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| 22 |
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{"question": "In the domain of Natural Language Processing, I want to learn about morphology and semantics in machine translation, what concepts should I learn first?", "answer": "machine translation"}
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| 23 |
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{"question": "In the domain of Natural Language Processing, I want to learn about Variations of GANs, what concepts should I learn first?", "answer": "generative adversarial networks;generative and discriminative models;backpropagation;loss function"}
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| 24 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about named entity recognition, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 25 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about bayes theorem, what concepts should I learn first?", "answer": "probabilities"}
|
| 26 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about text summarization, what concepts should I learn first?", "answer": "sentence representations"}
|
| 27 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about classification, what concepts should I learn first?", "answer": "probabilities;loss function"}
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| 28 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about vector representations, what concepts should I learn first?", "answer": "structured learning;word distributions;natural language processing intro"}
|
| 29 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about evaluation of question answering, what concepts should I learn first?", "answer": "question answering"}
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| 30 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about bio text mining, what concepts should I learn first?", "answer": "structured learning;linguistics basics;text similarity;vector semantics;vector representations;natural language processing intro"}
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| 31 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about lexicography, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 32 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about informed search, what concepts should I learn first?", "answer": "search"}
|
| 33 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about KKT conditions, what concepts should I learn first?", "answer": "optimization"}
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| 34 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about unsupervised machine translation, what concepts should I learn first?", "answer": "monolingual word embeddings"}
|
| 35 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about recursive neural network, what concepts should I learn first?", "answer": "probabilities"}
|
| 36 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Visual QA, what concepts should I learn first?", "answer": "question answering"}
|
| 37 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about problem solving and search, what concepts should I learn first?", "answer": "search;probabilities"}
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| 38 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about pointer networks, what concepts should I learn first?", "answer": "training neural networks"}
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| 39 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about bio text mining, what concepts should I learn first?", "answer": "structured learning;linguistics basics;text similarity;vector semantics;vector representations;natural language processing intro"}
|
| 40 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about evaluation of question answering, what concepts should I learn first?", "answer": "question answering"}
|
| 41 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about parsing, what concepts should I learn first?", "answer": "natural language processing intro"}
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| 42 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about semantic role labeling, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 43 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Message Passing, what concepts should I learn first?", "answer": "matrix multiplication"}
|
| 44 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about vector representations, what concepts should I learn first?", "answer": "structured learning;word distributions;natural language processing intro"}
|
| 45 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about course introduction, what concepts should I learn first?", "answer": "probabilities;linguistics basics;hidden markov models;part of speech tagging;dynamic programming;statistical part of speech tagging;natural language processing intro"}
|
| 46 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about machine translation techniques, what concepts should I learn first?", "answer": "machine translation"}
|
| 47 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about monolingual word embeddings, what concepts should I learn first?", "answer": "bilingual word embeddings"}
|
| 48 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about computation theory, what concepts should I learn first?", "answer": "chomsky hierarchy"}
|
| 49 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about unsupervised machine translation, what concepts should I learn first?", "answer": "monolingual word embeddings"}
|
| 50 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about context free grammars, what concepts should I learn first?", "answer": "structured learning;linguistics basics;word distributions;vector semantics;vector representations;natural language processing intro"}
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| 51 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about topic modeling, what concepts should I learn first?", "answer": "word distributions;latent variable models"}
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| 52 |
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{"question": "In the domain of Natural Language Processing, I want to learn about information extraction, what concepts should I learn first?", "answer": "toolkits for information retrieval;linguistics basics;text similarity;sentence representations;natural language processing intro"}
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| 53 |
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{"question": "In the domain of Natural Language Processing, I want to learn about newton method, what concepts should I learn first?", "answer": "optimization"}
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| 54 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Mixture Models, what concepts should I learn first?", "answer": "probabilities;clustering;Gaussian graphical models"}
|
| 55 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about reinforcement learning, what concepts should I learn first?", "answer": "Unsupervised learning"}
|
| 56 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about propositional logic, what concepts should I learn first?", "answer": "logic and logical agents;linguistics basics;natural language processing intro"}
|
| 57 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about pagerank, what concepts should I learn first?", "answer": "graph-based nlp"}
|
| 58 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about bayesian network, what concepts should I learn first?", "answer": "probabilities;bayes theorem"}
|
| 59 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about speech synthesis, what concepts should I learn first?", "answer": "speech processing;linguistics basics;machine learning resources"}
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| 60 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about latent dirichlet allocation, what concepts should I learn first?", "answer": "machine learning resources;monte carlo methods;latent variable models;Markov chains"}
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| 61 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about summarization evaluation, what concepts should I learn first?", "answer": "text summarization"}
|
| 62 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about dependency parsing, what concepts should I learn first?", "answer": "parsing"}
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| 63 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about monte carlo methods, what concepts should I learn first?", "answer": "probabilities"}
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| 64 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about preprocessing, what concepts should I learn first?", "answer": "programming languages;python"}
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| 65 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about computational phonology, what concepts should I learn first?", "answer": "linguistics basics"}
|
| 66 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about shift-reduce parsing, what concepts should I learn first?", "answer": "syntax;classic parsing methods;linguistics basics;natural language processing intro"}
|
| 67 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about NLP models, what concepts should I learn first?", "answer": "tokenization"}
|
| 68 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about lexicography, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 69 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about graph-based nlp, what concepts should I learn first?", "answer": "natural language processing intro"}
|
| 70 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about question answering system, what concepts should I learn first?", "answer": "semantic units"}
|
| 71 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about discourse relation identification, what concepts should I learn first?", "answer": "relation prediction"}
|
| 72 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about question answering, what concepts should I learn first?", "answer": "probabilities;bayes theorem"}
|
| 73 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about feature selection, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 74 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about morphology and lexicon, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 75 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about transition based dependency parsing, what concepts should I learn first?", "answer": "dependency parsing;shift-reduce parsing"}
|
| 76 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about weakly-supervised learning, what concepts should I learn first?", "answer": "random walks and harmonic functions"}
|
| 77 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about unsupervised machine translation, what concepts should I learn first?", "answer": "monolingual word embeddings"}
|
| 78 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Message Passing, what concepts should I learn first?", "answer": "matrix multiplication"}
|
| 79 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about probabilistic context free grammars, what concepts should I learn first?", "answer": "linguistics basics;probabilistic grammars;natural language processing intro"}
|
| 80 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Dirichlet Processes, what concepts should I learn first?", "answer": "probabilities"}
|
| 81 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about dependency parsing, what concepts should I learn first?", "answer": "parsing"}
|
| 82 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about stack lstm, what concepts should I learn first?", "answer": "deep learning introduction;training neural networks"}
|
| 83 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about lexicalized parsing, what concepts should I learn first?", "answer": "parsing"}
|
| 84 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about visual knowledge augmentation, what concepts should I learn first?", "answer": "visual semantic"}
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| 85 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about graph convolutional networks, what concepts should I learn first?", "answer": "semi-supervised learning;convolutional neural networks;training neural networks"}
|
| 86 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about multilingual word embedding, what concepts should I learn first?", "answer": "word embedding variations"}
|
| 87 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about game playing in ai, what concepts should I learn first?", "answer": "search;problem solving and search;machine learning resources;multi-agent systems"}
|
| 88 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about logic and logical agents, what concepts should I learn first?", "answer": "search"}
|
| 89 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about unsupervised speech recognition, what concepts should I learn first?", "answer": "speech translation model"}
|
| 90 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about document ranking, what concepts should I learn first?", "answer": "information retrieval"}
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| 91 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Multi-News dataset creation, what concepts should I learn first?", "answer": "extractive summarization"}
|
| 92 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Neural extractive summarization, what concepts should I learn first?", "answer": "extractive summarization"}
|
| 93 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about regular expressions, what concepts should I learn first?", "answer": "natural language processing intro"}
|
| 94 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about text summarization, what concepts should I learn first?", "answer": "sentence representations"}
|
| 95 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about social network extraction, what concepts should I learn first?", "answer": "probabilities;information extraction"}
|
| 96 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about knowledge representation, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 97 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about sentence simplification, what concepts should I learn first?", "answer": "linguistics basics;sentence representations;semantic similarity;natural language processing intro"}
|
| 98 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about informed search, what concepts should I learn first?", "answer": "search"}
|
| 99 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about weakly-supervised learning, what concepts should I learn first?", "answer": "random walks and harmonic functions"}
|
| 100 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about sentence simplification, what concepts should I learn first?", "answer": "linguistics basics;sentence representations;semantic similarity;natural language processing intro"}
|
| 101 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about dual decomposition, what concepts should I learn first?", "answer": "optimization"}
|
| 102 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about latent variable models, what concepts should I learn first?", "answer": "probabilities;loss function"}
|
| 103 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about recursive neural network, what concepts should I learn first?", "answer": "probabilities"}
|
| 104 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about monte carlo methods, what concepts should I learn first?", "answer": "probabilities"}
|
| 105 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about AlphaGo, what concepts should I learn first?", "answer": "monte carlo tree search"}
|
| 106 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about graph convolutional networks, what concepts should I learn first?", "answer": "semi-supervised learning;convolutional neural networks;training neural networks"}
|
| 107 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about computational phonology, what concepts should I learn first?", "answer": "linguistics basics"}
|
| 108 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Vision Transformer, what concepts should I learn first?", "answer": "computer vision"}
|
| 109 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Markov Random Fields, what concepts should I learn first?", "answer": "graphical models"}
|
| 110 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Lagrange duality, what concepts should I learn first?", "answer": "optimization"}
|
| 111 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about syntaxnet, what concepts should I learn first?", "answer": "syntax;part of speech tagging;word embedding;parsing;penn treebank;neural networks"}
|
| 112 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about logic and logical agents, what concepts should I learn first?", "answer": "search"}
|
| 113 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about structured sparsity, what concepts should I learn first?", "answer": "probabilities"}
|
| 114 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about gibbs sampling, what concepts should I learn first?", "answer": "Sampling"}
|
| 115 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about robotic locomotion, what concepts should I learn first?", "answer": "robotics"}
|
| 116 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about question answering, what concepts should I learn first?", "answer": "probabilities;bayes theorem"}
|
| 117 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about finite state transducers, what concepts should I learn first?", "answer": "finite state machines"}
|
| 118 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about word distributions, what concepts should I learn first?", "answer": "structured learning;probabilities;n-gram models"}
|
| 119 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about vector semantics, what concepts should I learn first?", "answer": "structured learning"}
|
| 120 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about neural turing machine, what concepts should I learn first?", "answer": "recurrent neural networks;deep learning introduction"}
|
| 121 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about a* search, what concepts should I learn first?", "answer": "search;heuristic search"}
|
| 122 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Neural extractive summarization, what concepts should I learn first?", "answer": "extractive summarization"}
|
| 123 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about expectation maximization algorithm, what concepts should I learn first?", "answer": "latent variable models;Mixture Models"}
|
| 124 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about uncertainty, what concepts should I learn first?", "answer": "search"}
|
| 125 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about spelling correction, what concepts should I learn first?", "answer": "chinese nlp;linguistics basics;natural language processing intro"}
|
| 126 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about relation extraction, what concepts should I learn first?", "answer": "linguistics basics;semantic similarity;random walks and harmonic functions;natural language processing intro"}
|
| 127 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about information extraction, what concepts should I learn first?", "answer": "toolkits for information retrieval;linguistics basics;text similarity;sentence representations;natural language processing intro"}
|
| 128 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about semi supervised learning, what concepts should I learn first?", "answer": "parsing"}
|
| 129 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about character level language models, what concepts should I learn first?", "answer": "evaluation of language modeling;word distributions"}
|
| 130 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about morphological analysis, what concepts should I learn first?", "answer": "morphological typology"}
|
| 131 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about recursive neural network, what concepts should I learn first?", "answer": "probabilities"}
|
| 132 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about transition based dependency parsing, what concepts should I learn first?", "answer": "dependency parsing;shift-reduce parsing"}
|
| 133 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about convolutional neural networks, what concepts should I learn first?", "answer": "neural networks"}
|
| 134 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about prosody, what concepts should I learn first?", "answer": "linguistics basics"}
|
| 135 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about transition based dependency parsing, what concepts should I learn first?", "answer": "dependency parsing;shift-reduce parsing"}
|
| 136 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about robotics, what concepts should I learn first?", "answer": "uncertainty;reinforcement learning"}
|
| 137 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about stack lstm, what concepts should I learn first?", "answer": "deep learning introduction;training neural networks"}
|
| 138 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Markov Random Fields, what concepts should I learn first?", "answer": "graphical models"}
|
| 139 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about graph convolutional networks, what concepts should I learn first?", "answer": "semi-supervised learning;convolutional neural networks;training neural networks"}
|
| 140 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about chomsky hierarchy, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 141 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about agent-based view of ai, what concepts should I learn first?", "answer": "reinforcement learning;logic and logical agents"}
|
| 142 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about bayesian network, what concepts should I learn first?", "answer": "probabilities;bayes theorem"}
|
| 143 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about synthetic data generation, what concepts should I learn first?", "answer": "generative language model"}
|
| 144 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about expert systems, what concepts should I learn first?", "answer": "logic and logical agents"}
|
| 145 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about finite state transducers, what concepts should I learn first?", "answer": "finite state machines"}
|
| 146 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about pagerank, what concepts should I learn first?", "answer": "graph-based nlp"}
|
| 147 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Markov Random Fields, what concepts should I learn first?", "answer": "graphical models"}
|
| 148 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about edit distance, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 149 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about multimodal fusion, what concepts should I learn first?", "answer": "multimodal embeddings"}
|
| 150 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Autoencoders, what concepts should I learn first?", "answer": "maximum likelihood estimation;backpropagation;neural networks;loss function"}
|
| 151 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about a* search, what concepts should I learn first?", "answer": "search;heuristic search"}
|
| 152 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about finite state transducers, what concepts should I learn first?", "answer": "finite state machines"}
|
| 153 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about spectral clustering, what concepts should I learn first?", "answer": "machine learning resources;Unsupervised learning"}
|
| 154 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about vector representations, what concepts should I learn first?", "answer": "structured learning;word distributions;natural language processing intro"}
|
| 155 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about expectation maximization algorithm, what concepts should I learn first?", "answer": "latent variable models;Mixture Models"}
|
| 156 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about pointer networks, what concepts should I learn first?", "answer": "training neural networks"}
|
| 157 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about evaluation of question answering, what concepts should I learn first?", "answer": "question answering"}
|
| 158 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about informed search, what concepts should I learn first?", "answer": "search"}
|
| 159 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about hidden markov models, what concepts should I learn first?", "answer": "probabilities;bayesian network"}
|
| 160 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about machine translation techniques, what concepts should I learn first?", "answer": "machine translation"}
|
| 161 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about random walks and harmonic functions, what concepts should I learn first?", "answer": "machine learning resources"}
|
| 162 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Mixture Models, what concepts should I learn first?", "answer": "probabilities;clustering;Gaussian graphical models"}
|
| 163 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about mathematical models, what concepts should I learn first?", "answer": "probabilities"}
|
| 164 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Multi-News dataset creation, what concepts should I learn first?", "answer": "extractive summarization"}
|
| 165 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about relation extraction, what concepts should I learn first?", "answer": "linguistics basics;semantic similarity;random walks and harmonic functions;natural language processing intro"}
|
| 166 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about statistical parsing, what concepts should I learn first?", "answer": "probabilities;parsing"}
|
| 167 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Mean Field Approximation, what concepts should I learn first?", "answer": "graphical models"}
|
| 168 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Principal Component Analysis, what concepts should I learn first?", "answer": "dimensionality reduction;singular value decomposition"}
|
| 169 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about recursive neural networks, what concepts should I learn first?", "answer": "training neural networks"}
|
| 170 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about end-to-end ST, what concepts should I learn first?", "answer": "speech translation model"}
|
| 171 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about the ibm models, what concepts should I learn first?", "answer": "machine translation"}
|
| 172 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about heuristic search, what concepts should I learn first?", "answer": "search"}
|
| 173 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about variational bayes models, what concepts should I learn first?", "answer": "probabilities"}
|
| 174 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about speech processing, what concepts should I learn first?", "answer": "probabilities;linguistics basics;speech signal analysis;natural language processing intro;loss function"}
|
| 175 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about question answering system, what concepts should I learn first?", "answer": "semantic units"}
|
| 176 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about expert systems, what concepts should I learn first?", "answer": "logic and logical agents"}
|
| 177 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about question answering, what concepts should I learn first?", "answer": "probabilities;bayes theorem"}
|
| 178 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about text summarization, what concepts should I learn first?", "answer": "sentence representations"}
|
| 179 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about question answering system, what concepts should I learn first?", "answer": "semantic units"}
|
| 180 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about semi-supervised learning, what concepts should I learn first?", "answer": "machine learning resources;random walks and harmonic functions"}
|
| 181 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about social media analysis, what concepts should I learn first?", "answer": "sentiment analysis;relation extraction;information extraction"}
|
| 182 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about graph-based nlp, what concepts should I learn first?", "answer": "natural language processing intro"}
|
| 183 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about lexicography, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 184 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about stack lstm, what concepts should I learn first?", "answer": "deep learning introduction;training neural networks"}
|
| 185 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about speech processing, what concepts should I learn first?", "answer": "probabilities;linguistics basics;speech signal analysis;natural language processing intro;loss function"}
|
| 186 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about multimodal fusion, what concepts should I learn first?", "answer": "multimodal embeddings"}
|
| 187 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about social media analysis, what concepts should I learn first?", "answer": "sentiment analysis;relation extraction;information extraction"}
|
| 188 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about gibbs sampling, what concepts should I learn first?", "answer": "Sampling"}
|
| 189 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about monte carlo tree search, what concepts should I learn first?", "answer": "probabilities"}
|
| 190 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Lagrange duality, what concepts should I learn first?", "answer": "optimization"}
|
| 191 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about heuristic search, what concepts should I learn first?", "answer": "search"}
|
| 192 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about classification, what concepts should I learn first?", "answer": "probabilities;loss function"}
|
| 193 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about kernel function, what concepts should I learn first?", "answer": "machine learning resources"}
|
| 194 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about spelling correction, what concepts should I learn first?", "answer": "chinese nlp;linguistics basics;natural language processing intro"}
|
| 195 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about neural question answering, what concepts should I learn first?", "answer": "convolutional neural network;question answering;long short term memory networks;recurrent neural networks;neural networks"}
|
| 196 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about adversarial purification, what concepts should I learn first?", "answer": "computer vision"}
|
| 197 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about evaluation of language modeling, what concepts should I learn first?", "answer": "language modeling"}
|
| 198 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about regular expressions, what concepts should I learn first?", "answer": "natural language processing intro"}
|
| 199 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about KKT conditions, what concepts should I learn first?", "answer": "optimization"}
|
| 200 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about nlp and vision, what concepts should I learn first?", "answer": "linguistics basics;computer vision;natural language processing intro"}
|
| 201 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about computation theory, what concepts should I learn first?", "answer": "chomsky hierarchy"}
|
| 202 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about first-order logic, what concepts should I learn first?", "answer": "semi supervised learning;penn treebank"}
|
| 203 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about social network extraction, what concepts should I learn first?", "answer": "probabilities;information extraction"}
|
| 204 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about document ranking, what concepts should I learn first?", "answer": "information retrieval"}
|
| 205 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about markov chain monte carlo, what concepts should I learn first?", "answer": "Markov chains;Sampling"}
|
| 206 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about nlp for the humanities, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 207 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about word segmentation, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 208 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Naive Bayes, what concepts should I learn first?", "answer": "probabilities"}
|
| 209 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about hybrid retrieval, what concepts should I learn first?", "answer": "dense retrieval"}
|
| 210 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about random walks and harmonic functions, what concepts should I learn first?", "answer": "machine learning resources"}
|
| 211 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about sentence representations, what concepts should I learn first?", "answer": "structured learning"}
|
| 212 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about regular expressions, what concepts should I learn first?", "answer": "natural language processing intro"}
|
| 213 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about neural turing machine, what concepts should I learn first?", "answer": "recurrent neural networks;deep learning introduction"}
|
| 214 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about dual decomposition, what concepts should I learn first?", "answer": "optimization"}
|
| 215 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about bag of words model, what concepts should I learn first?", "answer": "vector representations"}
|
| 216 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about named entity recognition, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
|
| 217 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about computation theory, what concepts should I learn first?", "answer": "chomsky hierarchy"}
|
| 218 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about loss function, what concepts should I learn first?", "answer": "machine learning resources"}
|
| 219 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about logic and logical agents, what concepts should I learn first?", "answer": "search"}
|
| 220 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about phonetics, what concepts should I learn first?", "answer": "linguistics basics"}
|
| 221 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about logistic regression, what concepts should I learn first?", "answer": "machine learning resources"}
|
| 222 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about unsupervised speech-to-text translation, what concepts should I learn first?", "answer": "speech translation model"}
|
| 223 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about course introduction, what concepts should I learn first?", "answer": "probabilities;linguistics basics;hidden markov models;part of speech tagging;dynamic programming;statistical part of speech tagging;natural language processing intro"}
|
| 224 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about parsing, what concepts should I learn first?", "answer": "natural language processing intro"}
|
| 225 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about gated recurrent units, what concepts should I learn first?", "answer": "recurrent neural networks"}
|
| 226 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Neural extractive summarization, what concepts should I learn first?", "answer": "extractive summarization"}
|
| 227 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about character level language models, what concepts should I learn first?", "answer": "evaluation of language modeling;word distributions"}
|
| 228 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about language models, what concepts should I learn first?", "answer": "regularization"}
|
| 229 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about gated recurrent units, what concepts should I learn first?", "answer": "recurrent neural networks"}
|
| 230 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about EigenSent algorithm, what concepts should I learn first?", "answer": "spectral method"}
|
| 231 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about propositional logic, what concepts should I learn first?", "answer": "logic and logical agents;linguistics basics;natural language processing intro"}
|
| 232 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about graph convolutional networks, what concepts should I learn first?", "answer": "semi-supervised learning;convolutional neural networks;training neural networks"}
|
| 233 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about matrix factorization, what concepts should I learn first?", "answer": "machine learning resources;Principal Component Analysis"}
|
| 234 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about dependency parsing, what concepts should I learn first?", "answer": "parsing"}
|
| 235 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Manifold Learning, what concepts should I learn first?", "answer": "probabilities;feature learning;dimensionality reduction;Principal Component Analysis"}
|
| 236 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about tools for dl, what concepts should I learn first?", "answer": "programming languages;python"}
|
| 237 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about social network extraction, what concepts should I learn first?", "answer": "probabilities;information extraction"}
|
| 238 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about computational phonology, what concepts should I learn first?", "answer": "linguistics basics"}
|
| 239 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about agent-based view of ai, what concepts should I learn first?", "answer": "reinforcement learning;logic and logical agents"}
|
| 240 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Autoencoders, what concepts should I learn first?", "answer": "maximum likelihood estimation;backpropagation;neural networks;loss function"}
|
| 241 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about morphological analysis, what concepts should I learn first?", "answer": "morphological typology"}
|
| 242 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about hybrid retrieval, what concepts should I learn first?", "answer": "dense retrieval"}
|
| 243 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about logic and logical agents, what concepts should I learn first?", "answer": "search"}
|
| 244 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about heuristic search, what concepts should I learn first?", "answer": "search"}
|
| 245 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about heuristic search, what concepts should I learn first?", "answer": "search"}
|
| 246 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about expectation maximization algorithm, what concepts should I learn first?", "answer": "latent variable models;Mixture Models"}
|
| 247 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about the ibm models, what concepts should I learn first?", "answer": "machine translation"}
|
| 248 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Unsupervised learning, what concepts should I learn first?", "answer": "machine learning resources;random walks and harmonic functions"}
|
| 249 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about toolkits for information retrieval, what concepts should I learn first?", "answer": "information retrieval"}
|
| 250 |
-
{"question": "In the domain of Natural Language Processing, I want to learn about Sequence to sequence, what concepts should I learn first?", "answer": "linguistics basics;natural language processing intro"}
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jsonl_outputs/task3.jsonl
DELETED
|
@@ -1,250 +0,0 @@
|
|
| 1 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of neural networks, now I want to learn about the concept of training neural networks, what concept path should I follow?", "answer": "neural networks;training neural networks"}
|
| 2 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of neural language modeling, what concept path should I follow?", "answer": "optimization;machine learning resources;semi-supervised learning;neural networks;neural language modeling"}
|
| 3 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of query expansion, what concept path should I follow?", "answer": "linguistics basics;morphology and lexicon;query expansion"}
|
| 4 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of tsne, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;vector semantics;tsne"}
|
| 5 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of Unsupervised learning, now I want to learn about the concept of k means, what concept path should I follow?", "answer": "Unsupervised learning;k means"}
|
| 6 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of kernels, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;vector semantics;kernels"}
|
| 7 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of information retrieval, now I want to learn about the concept of social network extraction, what concept path should I follow?", "answer": "information retrieval;toolkits for information retrieval;information extraction;social network extraction"}
|
| 8 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of grammar checker, what concept path should I follow?", "answer": "natural language processing intro;chinese nlp;grammar checker"}
|
| 9 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of heuristic search, now I want to learn about the concept of a* search, what concept path should I follow?", "answer": "heuristic search;a* search"}
|
| 10 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of word sense disambiguation, what concept path should I follow?", "answer": "structured learning;word distributions;vector representations;word embedding;word embedding variations;word sense disambiguation"}
|
| 11 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of computer vision, now I want to learn about the concept of nlp and vision, what concept path should I follow?", "answer": "computer vision;nlp and vision"}
|
| 12 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of bilingual word embeddings, now I want to learn about the concept of unsupervised machine translation, what concept path should I follow?", "answer": "bilingual word embeddings;monolingual word embeddings;unsupervised machine translation"}
|
| 13 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of prosody, what concept path should I follow?", "answer": "linguistics basics;prosody"}
|
| 14 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of syntax, now I want to learn about the concept of first-order logic, what concept path should I follow?", "answer": "syntax;penn treebank;first-order logic"}
|
| 15 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of penn treebank, now I want to learn about the concept of first-order logic, what concept path should I follow?", "answer": "penn treebank;first-order logic"}
|
| 16 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word embedding, now I want to learn about the concept of multilingual word embedding, what concept path should I follow?", "answer": "word embedding;word embedding variations;multilingual word embedding"}
|
| 17 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of language modeling, what concept path should I follow?", "answer": "probabilities;structured learning;word distributions;language modeling"}
|
| 18 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of Unsupervised learning, now I want to learn about the concept of neural parsing, what concept path should I follow?", "answer": "Unsupervised learning;neural networks;neural parsing"}
|
| 19 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of random walks and harmonic functions, now I want to learn about the concept of semi-supervised learning, what concept path should I follow?", "answer": "random walks and harmonic functions;semi-supervised learning"}
|
| 20 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of semi-supervised learning, now I want to learn about the concept of convolutional neural networks, what concept path should I follow?", "answer": "semi-supervised learning;neural networks;convolutional neural networks"}
|
| 21 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of semi-supervised learning, now I want to learn about the concept of recursive neural networks, what concept path should I follow?", "answer": "semi-supervised learning;neural networks;training neural networks;recursive neural networks"}
|
| 22 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of variational bayes models, what concept path should I follow?", "answer": "probabilities;variational bayes models"}
|
| 23 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of memory networks, what concept path should I follow?", "answer": "optimization;memory networks"}
|
| 24 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of semi-supervised learning, now I want to learn about the concept of recursive neural networks, what concept path should I follow?", "answer": "semi-supervised learning;neural networks;training neural networks;recursive neural networks"}
|
| 25 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of search, now I want to learn about the concept of expert systems, what concept path should I follow?", "answer": "search;logic and logical agents;expert systems"}
|
| 26 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of word sense disambiguation, what concept path should I follow?", "answer": "vector representations;structured learning;word distributions;word embedding;word embedding variations;word sense disambiguation"}
|
| 27 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of knowledge representation, what concept path should I follow?", "answer": "linguistics basics;knowledge representation"}
|
| 28 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of semi-supervised learning, what concept path should I follow?", "answer": "machine learning resources;semi-supervised learning"}
|
| 29 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of computational phonology, what concept path should I follow?", "answer": "linguistics basics;computational phonology"}
|
| 30 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of word embedding variations, what concept path should I follow?", "answer": "machine learning resources;word embedding;word embedding variations"}
|
| 31 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of multilingual word embedding, what concept path should I follow?", "answer": "linguistics basics;word embedding;word embedding variations;multilingual word embedding"}
|
| 32 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of edit distance, what concept path should I follow?", "answer": "natural language processing intro;edit distance"}
|
| 33 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of evaluation of language modeling, now I want to learn about the concept of text generation, what concept path should I follow?", "answer": "evaluation of language modeling;text generation"}
|
| 34 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of memory networks, what concept path should I follow?", "answer": "optimization;memory networks"}
|
| 35 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of summarization evaluation, now I want to learn about the concept of scientific article summarization, what concept path should I follow?", "answer": "summarization evaluation;scientific article summarization"}
|
| 36 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of latent variable models, now I want to learn about the concept of expectation maximization algorithm, what concept path should I follow?", "answer": "latent variable models;expectation maximization algorithm"}
|
| 37 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of Meta-Learning, what concept path should I follow?", "answer": "loss function;machine learning resources;Meta-Learning"}
|
| 38 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of information retrieval, now I want to learn about the concept of document ranking, what concept path should I follow?", "answer": "information retrieval;document ranking"}
|
| 39 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of feature selection, what concept path should I follow?", "answer": "natural language processing intro;feature selection"}
|
| 40 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of part of speech tagging, now I want to learn about the concept of course introduction, what concept path should I follow?", "answer": "part of speech tagging;course introduction"}
|
| 41 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of bayes theorem, now I want to learn about the concept of Visual QA, what concept path should I follow?", "answer": "bayes theorem;question answering;Visual QA"}
|
| 42 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of sentiment analysis, what concept path should I follow?", "answer": "loss function;classification;sentiment analysis"}
|
| 43 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of backpropagation, now I want to learn about the concept of pointer networks, what concept path should I follow?", "answer": "backpropagation;neural networks;training neural networks;pointer networks"}
|
| 44 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of thesaurus-based similarity, what concept path should I follow?", "answer": "vector representations;structured learning;vector semantics;semantic similarity;thesaurus-based similarity"}
|
| 45 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of word embedding, what concept path should I follow?", "answer": "loss function;machine learning resources;word embedding"}
|
| 46 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of syntax, now I want to learn about the concept of transition based dependency parsing, what concept path should I follow?", "answer": "syntax;shift-reduce parsing;transition based dependency parsing"}
|
| 47 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of scientific article summarization, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;sentence representations;text summarization;neural summarization;scientific article summarization"}
|
| 48 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of thesaurus-based similarity, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;vector semantics;semantic similarity;thesaurus-based similarity"}
|
| 49 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of game playing in ai, what concept path should I follow?", "answer": "optimization;machine learning resources;game playing in ai"}
|
| 50 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of parsing, now I want to learn about the concept of dependency parsing, what concept path should I follow?", "answer": "parsing;dependency parsing"}
|
| 51 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of kernels, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;vector semantics;kernels"}
|
| 52 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of social network extraction, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;structured learning;sentence representations;information extraction;social network extraction"}
|
| 53 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of log-linear models, what concept path should I follow?", "answer": "machine learning resources;log-linear models"}
|
| 54 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of sentence simplification, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;structured learning;sentence representations;sentence simplification"}
|
| 55 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of sentence representations, now I want to learn about the concept of document representation, what concept path should I follow?", "answer": "sentence representations;document representation"}
|
| 56 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of evaluation of language modeling, what concept path should I follow?", "answer": "probabilities;structured learning;word distributions;language modeling;evaluation of language modeling"}
|
| 57 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of structured learning, what concept path should I follow?", "answer": "vector representations;structured learning"}
|
| 58 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of scientific article summarization, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;structured learning;sentence representations;text summarization;neural summarization;scientific article summarization"}
|
| 59 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of linear discriminant analysis, what concept path should I follow?", "answer": "loss function;machine learning resources;linear discriminant analysis"}
|
| 60 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of text mining, what concept path should I follow?", "answer": "structured learning;word distributions;vector representations;text mining"}
|
| 61 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of latent variable models, now I want to learn about the concept of expectation maximization algorithm, what concept path should I follow?", "answer": "latent variable models;expectation maximization algorithm"}
|
| 62 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of bilingual word embeddings, now I want to learn about the concept of unsupervised machine translation, what concept path should I follow?", "answer": "bilingual word embeddings;monolingual word embeddings;unsupervised machine translation"}
|
| 63 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of recurrent neural networks, now I want to learn about the concept of neural turing machine, what concept path should I follow?", "answer": "recurrent neural networks;neural turing machine"}
|
| 64 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of semantic similarity, now I want to learn about the concept of thesaurus-based similarity, what concept path should I follow?", "answer": "semantic similarity;thesaurus-based similarity"}
|
| 65 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of information extraction, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;sentence representations;information extraction"}
|
| 66 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of topic modeling, what concept path should I follow?", "answer": "n-gram models;word distributions;topic modeling"}
|
| 67 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of computation theory, what concept path should I follow?", "answer": "linguistics basics;chomsky hierarchy;computation theory"}
|
| 68 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of speech signal analysis, now I want to learn about the concept of speech synthesis, what concept path should I follow?", "answer": "speech signal analysis;speech processing;speech synthesis"}
|
| 69 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of syntax, now I want to learn about the concept of penn treebank, what concept path should I follow?", "answer": "syntax;penn treebank"}
|
| 70 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of neural networks, now I want to learn about the concept of convolutional neural networks, what concept path should I follow?", "answer": "neural networks;convolutional neural networks"}
|
| 71 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of word sense disambiguation, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;vector semantics;semantic similarity;word sense disambiguation"}
|
| 72 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of deep learning introduction, now I want to learn about the concept of neural machine translation, what concept path should I follow?", "answer": "deep learning introduction;neural machine translation"}
|
| 73 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of reinforcement learning, now I want to learn about the concept of robotic locomotion, what concept path should I follow?", "answer": "reinforcement learning;robotics;robotic locomotion"}
|
| 74 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of text summarization, now I want to learn about the concept of neural summarization, what concept path should I follow?", "answer": "text summarization;neural summarization"}
|
| 75 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of text mining, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;structured learning;sentence representations;text mining"}
|
| 76 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of kernels, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;vector semantics;kernels"}
|
| 77 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of vector representations, what concept path should I follow?", "answer": "natural language processing intro;vector representations"}
|
| 78 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of random walks and harmonic functions, now I want to learn about the concept of recursive neural networks, what concept path should I follow?", "answer": "random walks and harmonic functions;semi-supervised learning;neural networks;training neural networks;recursive neural networks"}
|
| 79 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of word embedding variations, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;vector semantics;word embedding;word embedding variations"}
|
| 80 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of backpropagation, now I want to learn about the concept of convolutional neural networks, what concept path should I follow?", "answer": "backpropagation;neural networks;convolutional neural networks"}
|
| 81 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of multi-agent systems, now I want to learn about the concept of game playing in ai, what concept path should I follow?", "answer": "multi-agent systems;game playing in ai"}
|
| 82 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of sentiment analysis, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;sentence representations;sentiment analysis"}
|
| 83 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of syntaxnet, what concept path should I follow?", "answer": "linguistics basics;word embedding;syntaxnet"}
|
| 84 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of word segmentation, what concept path should I follow?", "answer": "natural language processing intro;word segmentation"}
|
| 85 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of morphology and lexicon, now I want to learn about the concept of query expansion, what concept path should I follow?", "answer": "morphology and lexicon;query expansion"}
|
| 86 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of text generation, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;word distributions;language modeling;evaluation of language modeling;text generation"}
|
| 87 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word embedding, now I want to learn about the concept of multilingual word embedding, what concept path should I follow?", "answer": "word embedding;word embedding variations;multilingual word embedding"}
|
| 88 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of expectation maximization algorithm, what concept path should I follow?", "answer": "loss function;latent variable models;expectation maximization algorithm"}
|
| 89 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of classification, now I want to learn about the concept of sentiment analysis, what concept path should I follow?", "answer": "classification;sentiment analysis"}
|
| 90 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of social media analysis, what concept path should I follow?", "answer": "probabilities;structured learning;sentence representations;sentiment analysis;social media analysis"}
|
| 91 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of context free grammars, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;structured learning;vector semantics;context free grammars"}
|
| 92 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of spectral clustering, what concept path should I follow?", "answer": "machine learning resources;random walks and harmonic functions;Unsupervised learning;spectral clustering"}
|
| 93 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of information extraction, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;sentence representations;information extraction"}
|
| 94 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of text generation, what concept path should I follow?", "answer": "vector representations;structured learning;word distributions;language modeling;evaluation of language modeling;text generation"}
|
| 95 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of sentence representations, now I want to learn about the concept of summarization evaluation, what concept path should I follow?", "answer": "sentence representations;text summarization;summarization evaluation"}
|
| 96 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of memory networks, what concept path should I follow?", "answer": "loss function;machine learning resources;semi-supervised learning;neural networks;memory networks"}
|
| 97 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of text mining, what concept path should I follow?", "answer": "structured learning;word distributions;vector representations;text mining"}
|
| 98 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of sentence representations, now I want to learn about the concept of summarization evaluation, what concept path should I follow?", "answer": "sentence representations;text summarization;summarization evaluation"}
|
| 99 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of wordnet, now I want to learn about the concept of lexical semantics, what concept path should I follow?", "answer": "wordnet;lexical semantics"}
|
| 100 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of Unsupervised learning, now I want to learn about the concept of tsne, what concept path should I follow?", "answer": "Unsupervised learning;tsne"}
|
| 101 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of transferring NMT model, now I want to learn about the concept of multilingual model, what concept path should I follow?", "answer": "transferring NMT model;multilingual model"}
|
| 102 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of information retrieval, now I want to learn about the concept of query expansion, what concept path should I follow?", "answer": "information retrieval;toolkits for information retrieval;query expansion"}
|
| 103 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of robotics, what concept path should I follow?", "answer": "loss function;machine learning resources;random walks and harmonic functions;Unsupervised learning;reinforcement learning;robotics"}
|
| 104 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of kernels, what concept path should I follow?", "answer": "structured learning;word distributions;vector representations;kernels"}
|
| 105 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of multilingual word embedding, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;word distributions;word embedding;word embedding variations;multilingual word embedding"}
|
| 106 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of logic and logical agents, now I want to learn about the concept of agent-based view of ai, what concept path should I follow?", "answer": "logic and logical agents;agent-based view of ai"}
|
| 107 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of linear discriminant analysis, what concept path should I follow?", "answer": "machine learning resources;linear discriminant analysis"}
|
| 108 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of log-linear models, what concept path should I follow?", "answer": "machine learning resources;log-linear models"}
|
| 109 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of bayes theorem, what concept path should I follow?", "answer": "probabilities;bayes theorem"}
|
| 110 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of backpropagation, now I want to learn about the concept of neural parsing, what concept path should I follow?", "answer": "backpropagation;neural networks;neural parsing"}
|
| 111 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of syntax, now I want to learn about the concept of syntax based machine translation, what concept path should I follow?", "answer": "syntax;syntax based machine translation"}
|
| 112 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of evaluation of text classification, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;evaluation of text classification"}
|
| 113 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of Variations of GANs, what concept path should I follow?", "answer": "machine learning resources;loss function;Variations of GANs"}
|
| 114 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of robotic locomotion, what concept path should I follow?", "answer": "optimization;machine learning resources;random walks and harmonic functions;Unsupervised learning;reinforcement learning;robotics;robotic locomotion"}
|
| 115 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of structured learning, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning"}
|
| 116 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of linear regression, what concept path should I follow?", "answer": "machine learning resources;linear regression"}
|
| 117 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of topic modeling, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;word distributions;topic modeling"}
|
| 118 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of bag of words model, what concept path should I follow?", "answer": "vector representations;bag of words model"}
|
| 119 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of recursive neural networks, what concept path should I follow?", "answer": "machine learning resources;semi-supervised learning;neural networks;training neural networks;recursive neural networks"}
|
| 120 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of Unsupervised learning, now I want to learn about the concept of Autoencoders, what concept path should I follow?", "answer": "Unsupervised learning;neural networks;Autoencoders"}
|
| 121 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of word embedding, what concept path should I follow?", "answer": "loss function;machine learning resources;word embedding"}
|
| 122 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of text similarity, now I want to learn about the concept of social network extraction, what concept path should I follow?", "answer": "text similarity;information extraction;social network extraction"}
|
| 123 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of neural language modeling, what concept path should I follow?", "answer": "machine learning resources;semi-supervised learning;neural networks;neural language modeling"}
|
| 124 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector semantics, now I want to learn about the concept of automated essay scoring, what concept path should I follow?", "answer": "vector semantics;semantic similarity;automated essay scoring"}
|
| 125 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of statistical parsing, what concept path should I follow?", "answer": "natural language processing intro;parsing;statistical parsing"}
|
| 126 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of document representation, what concept path should I follow?", "answer": "linguistics basics;document representation"}
|
| 127 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine translation, now I want to learn about the concept of neural machine translation, what concept path should I follow?", "answer": "machine translation;machine translation techniques;neural machine translation"}
|
| 128 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of monte carlo methods, now I want to learn about the concept of latent dirichlet allocation, what concept path should I follow?", "answer": "monte carlo methods;latent dirichlet allocation"}
|
| 129 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of semantic similarity, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;vector semantics;semantic similarity"}
|
| 130 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of information retrieval, now I want to learn about the concept of citation networks, what concept path should I follow?", "answer": "information retrieval;toolkits for information retrieval;information extraction;social network extraction;citation networks"}
|
| 131 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of stack lstm, what concept path should I follow?", "answer": "optimization;machine learning resources;semi-supervised learning;neural networks;training neural networks;stack lstm"}
|
| 132 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of word embedding, what concept path should I follow?", "answer": "machine learning resources;word embedding"}
|
| 133 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of Sampling, now I want to learn about the concept of gibbs sampling, what concept path should I follow?", "answer": "Sampling;gibbs sampling"}
|
| 134 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of sentence boundary recognition, what concept path should I follow?", "answer": "optimization;machine learning resources;loss function;classification;sentence boundary recognition"}
|
| 135 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of Meta-Learning, what concept path should I follow?", "answer": "probabilities;Meta-Learning"}
|
| 136 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of semantic similarity, now I want to learn about the concept of sentence simplification, what concept path should I follow?", "answer": "semantic similarity;sentence simplification"}
|
| 137 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of sentence representations, now I want to learn about the concept of automated essay scoring, what concept path should I follow?", "answer": "sentence representations;automated essay scoring"}
|
| 138 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of toolkits for information retrieval, now I want to learn about the concept of text mining, what concept path should I follow?", "answer": "toolkits for information retrieval;text mining"}
|
| 139 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of scientific article summarization, what concept path should I follow?", "answer": "vector representations;structured learning;sentence representations;text summarization;neural summarization;scientific article summarization"}
|
| 140 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of information retrieval, now I want to learn about the concept of search engines, what concept path should I follow?", "answer": "information retrieval;search engines"}
|
| 141 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of training neural networks, what concept path should I follow?", "answer": "machine learning resources;semi-supervised learning;neural networks;training neural networks"}
|
| 142 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of evaluation of dependency parsing, what concept path should I follow?", "answer": "natural language processing intro;parsing;dependency parsing;evaluation of dependency parsing"}
|
| 143 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of latent variable models, what concept path should I follow?", "answer": "probabilities;latent variable models"}
|
| 144 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of relation extraction, what concept path should I follow?", "answer": "probabilities;structured learning;vector semantics;semantic similarity;relation extraction"}
|
| 145 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of sentence boundary recognition, what concept path should I follow?", "answer": "linguistics basics;sentence boundary recognition"}
|
| 146 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of topic modeling, what concept path should I follow?", "answer": "probabilities;structured learning;word distributions;topic modeling"}
|
| 147 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of parsing, now I want to learn about the concept of first-order logic, what concept path should I follow?", "answer": "parsing;semi supervised learning;first-order logic"}
|
| 148 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of recommendation system, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;structured learning;vector semantics;recommendation system"}
|
| 149 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of latent variable models, now I want to learn about the concept of linear discriminant analysis, what concept path should I follow?", "answer": "latent variable models;linear discriminant analysis"}
|
| 150 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of speech processing, what concept path should I follow?", "answer": "probabilities;speech processing"}
|
| 151 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of word embedding variations, what concept path should I follow?", "answer": "vector representations;structured learning;word distributions;word embedding;word embedding variations"}
|
| 152 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of text similarity, now I want to learn about the concept of citation networks, what concept path should I follow?", "answer": "text similarity;information extraction;social network extraction;citation networks"}
|
| 153 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of nlp for biology, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;vector semantics;bio text mining;nlp for biology"}
|
| 154 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of parsing, now I want to learn about the concept of first-order logic, what concept path should I follow?", "answer": "parsing;semi supervised learning;first-order logic"}
|
| 155 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of seq2seq, now I want to learn about the concept of neural summarization, what concept path should I follow?", "answer": "seq2seq;neural summarization"}
|
| 156 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of information extraction, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;structured learning;sentence representations;information extraction"}
|
| 157 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of text to speech generation, what concept path should I follow?", "answer": "linguistics basics;speech processing;text to speech generation"}
|
| 158 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of neural networks, what concept path should I follow?", "answer": "optimization;machine learning resources;semi-supervised learning;neural networks"}
|
| 159 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of multilingual machine translation, now I want to learn about the concept of universal cross-language representation, what concept path should I follow?", "answer": "multilingual machine translation;universal cross-language representation"}
|
| 160 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of syntaxnet, what concept path should I follow?", "answer": "loss function;machine learning resources;semi-supervised learning;neural networks;syntaxnet"}
|
| 161 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector semantics, now I want to learn about the concept of kernels, what concept path should I follow?", "answer": "vector semantics;kernels"}
|
| 162 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of computational phonology, what concept path should I follow?", "answer": "linguistics basics;computational phonology"}
|
| 163 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of social network extraction, what concept path should I follow?", "answer": "structured learning;sentence representations;information extraction;social network extraction"}
|
| 164 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of named entity recognition, what concept path should I follow?", "answer": "natural language processing intro;named entity recognition"}
|
| 165 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of scientific article summarization, what concept path should I follow?", "answer": "structured learning;sentence representations;text summarization;neural summarization;scientific article summarization"}
|
| 166 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of extractive summarization, now I want to learn about the concept of Multi-News dataset creation, what concept path should I follow?", "answer": "extractive summarization;Multi-News dataset creation"}
|
| 167 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of semi-supervised learning, what concept path should I follow?", "answer": "optimization;machine learning resources;semi-supervised learning"}
|
| 168 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of transition based dependency parsing, what concept path should I follow?", "answer": "natural language processing intro;parsing;dependency parsing;transition based dependency parsing"}
|
| 169 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of social media analysis, what concept path should I follow?", "answer": "loss function;classification;sentiment analysis;social media analysis"}
|
| 170 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of neural parsing, what concept path should I follow?", "answer": "optimization;machine learning resources;semi-supervised learning;neural networks;neural parsing"}
|
| 171 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of loss function, what concept path should I follow?", "answer": "optimization;machine learning resources;loss function"}
|
| 172 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of character level language models, what concept path should I follow?", "answer": "structured learning;word distributions;character level language models"}
|
| 173 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of recommendation system, what concept path should I follow?", "answer": "linguistics basics;recommendation system"}
|
| 174 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of kernel function, what concept path should I follow?", "answer": "machine learning resources;kernel function"}
|
| 175 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word embedding, now I want to learn about the concept of multilingual word embedding, what concept path should I follow?", "answer": "word embedding;word embedding variations;multilingual word embedding"}
|
| 176 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of latent dirichlet allocation, what concept path should I follow?", "answer": "probabilities;monte carlo methods;latent dirichlet allocation"}
|
| 177 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of parsing, now I want to learn about the concept of event detection, what concept path should I follow?", "answer": "parsing;event detection"}
|
| 178 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of backpropagation, now I want to learn about the concept of stack lstm, what concept path should I follow?", "answer": "backpropagation;neural networks;training neural networks;stack lstm"}
|
| 179 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of speech synthesis, what concept path should I follow?", "answer": "loss function;speech processing;speech synthesis"}
|
| 180 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of query expansion, what concept path should I follow?", "answer": "linguistics basics;morphology and lexicon;query expansion"}
|
| 181 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of vector semantics, what concept path should I follow?", "answer": "probabilities;structured learning;vector semantics"}
|
| 182 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of neural networks, now I want to learn about the concept of recursive neural networks, what concept path should I follow?", "answer": "neural networks;training neural networks;recursive neural networks"}
|
| 183 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of deep learning introduction, now I want to learn about the concept of word embedding variations, what concept path should I follow?", "answer": "deep learning introduction;word embedding;word embedding variations"}
|
| 184 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of thesaurus-based similarity, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;vector semantics;semantic similarity;thesaurus-based similarity"}
|
| 185 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of linear discriminant analysis, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;linear discriminant analysis"}
|
| 186 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of word distributions, what concept path should I follow?", "answer": "structured learning;word distributions"}
|
| 187 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of social media analysis, what concept path should I follow?", "answer": "machine learning resources;random walks and harmonic functions;sentiment analysis;social media analysis"}
|
| 188 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of text to speech generation, what concept path should I follow?", "answer": "linguistics basics;speech processing;text to speech generation"}
|
| 189 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of text to speech generation, what concept path should I follow?", "answer": "loss function;speech processing;text to speech generation"}
|
| 190 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of bayes theorem, what concept path should I follow?", "answer": "probabilities;bayes theorem"}
|
| 191 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of bayes theorem, now I want to learn about the concept of neural question answering, what concept path should I follow?", "answer": "bayes theorem;question answering;neural question answering"}
|
| 192 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of linear regression, what concept path should I follow?", "answer": "machine learning resources;linear regression"}
|
| 193 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of sentence boundary recognition, what concept path should I follow?", "answer": "loss function;classification;sentence boundary recognition"}
|
| 194 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of transition based dependency parsing, what concept path should I follow?", "answer": "linguistics basics;shift-reduce parsing;transition based dependency parsing"}
|
| 195 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of multilingual machine translation, now I want to learn about the concept of universal cross-language representation, what concept path should I follow?", "answer": "multilingual machine translation;universal cross-language representation"}
|
| 196 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of neural language modeling, what concept path should I follow?", "answer": "loss function;machine learning resources;semi-supervised learning;neural networks;neural language modeling"}
|
| 197 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of relation extraction, what concept path should I follow?", "answer": "loss function;machine learning resources;random walks and harmonic functions;relation extraction"}
|
| 198 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of bag of words model, what concept path should I follow?", "answer": "n-gram models;word distributions;vector representations;bag of words model"}
|
| 199 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of random walks and harmonic functions, now I want to learn about the concept of Unsupervised learning, what concept path should I follow?", "answer": "random walks and harmonic functions;Unsupervised learning"}
|
| 200 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of tsne, what concept path should I follow?", "answer": "optimization;machine learning resources;random walks and harmonic functions;Unsupervised learning;tsne"}
|
| 201 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of speech processing, what concept path should I follow?", "answer": "optimization;machine learning resources;loss function;speech processing"}
|
| 202 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of neural question answering, what concept path should I follow?", "answer": "loss function;machine learning resources;semi-supervised learning;neural networks;neural question answering"}
|
| 203 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of social network extraction, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;sentence representations;information extraction;social network extraction"}
|
| 204 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of hidden markov models, what concept path should I follow?", "answer": "probabilities;bayesian network;hidden markov models"}
|
| 205 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of lexicography, what concept path should I follow?", "answer": "linguistics basics;lexicography"}
|
| 206 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of neural question answering, what concept path should I follow?", "answer": "loss function;machine learning resources;semi-supervised learning;neural networks;neural question answering"}
|
| 207 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of semantic role labeling, what concept path should I follow?", "answer": "linguistics basics;semantic role labeling"}
|
| 208 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of random walks and harmonic functions, now I want to learn about the concept of spectral clustering, what concept path should I follow?", "answer": "random walks and harmonic functions;Unsupervised learning;spectral clustering"}
|
| 209 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of dependency parsing, now I want to learn about the concept of transition based dependency parsing, what concept path should I follow?", "answer": "dependency parsing;transition based dependency parsing"}
|
| 210 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of language identification, what concept path should I follow?", "answer": "linguistics basics;language identification"}
|
| 211 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of language modeling, now I want to learn about the concept of text generation, what concept path should I follow?", "answer": "language modeling;evaluation of language modeling;text generation"}
|
| 212 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of Unsupervised learning, what concept path should I follow?", "answer": "loss function;machine learning resources;random walks and harmonic functions;Unsupervised learning"}
|
| 213 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of question answering, now I want to learn about the concept of long-form question answering, what concept path should I follow?", "answer": "question answering;long-form question answering"}
|
| 214 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of probabilities, now I want to learn about the concept of mathematical models, what concept path should I follow?", "answer": "probabilities;mathematical models"}
|
| 215 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of first-order logic, what concept path should I follow?", "answer": "natural language processing intro;parsing;semi supervised learning;first-order logic"}
|
| 216 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of text mining, what concept path should I follow?", "answer": "vector representations;structured learning;sentence representations;text mining"}
|
| 217 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of spectral clustering, what concept path should I follow?", "answer": "optimization;machine learning resources;random walks and harmonic functions;Unsupervised learning;spectral clustering"}
|
| 218 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word distributions, now I want to learn about the concept of context free grammars, what concept path should I follow?", "answer": "word distributions;vector representations;structured learning;vector semantics;context free grammars"}
|
| 219 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of nlp for biology, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;vector semantics;bio text mining;nlp for biology"}
|
| 220 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of structured learning, now I want to learn about the concept of multilingual word embedding, what concept path should I follow?", "answer": "structured learning;word distributions;vector representations;word embedding;word embedding variations;multilingual word embedding"}
|
| 221 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine translation, now I want to learn about the concept of machine translation techniques, what concept path should I follow?", "answer": "machine translation;machine translation techniques"}
|
| 222 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of scientific article summarization, what concept path should I follow?", "answer": "vector representations;structured learning;sentence representations;text summarization;neural summarization;scientific article summarization"}
|
| 223 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of random walks and harmonic functions, now I want to learn about the concept of k means, what concept path should I follow?", "answer": "random walks and harmonic functions;Unsupervised learning;k means"}
|
| 224 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of query expansion, what concept path should I follow?", "answer": "linguistics basics;morphology and lexicon;query expansion"}
|
| 225 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of agent-based view of ai, what concept path should I follow?", "answer": "optimization;machine learning resources;random walks and harmonic functions;Unsupervised learning;reinforcement learning;agent-based view of ai"}
|
| 226 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of clustering, now I want to learn about the concept of expectation maximization algorithm, what concept path should I follow?", "answer": "clustering;Mixture Models;expectation maximization algorithm"}
|
| 227 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of python, now I want to learn about the concept of tools for dl, what concept path should I follow?", "answer": "python;tools for dl"}
|
| 228 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of neural networks, now I want to learn about the concept of syntaxnet, what concept path should I follow?", "answer": "neural networks;syntaxnet"}
|
| 229 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of lexical semantics, now I want to learn about the concept of event detection, what concept path should I follow?", "answer": "lexical semantics;event detection"}
|
| 230 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of beam search, now I want to learn about the concept of neural summarization, what concept path should I follow?", "answer": "beam search;neural summarization"}
|
| 231 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of vector representations, now I want to learn about the concept of bio text mining, what concept path should I follow?", "answer": "vector representations;structured learning;vector semantics;bio text mining"}
|
| 232 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of seq2seq, now I want to learn about the concept of scientific article summarization, what concept path should I follow?", "answer": "seq2seq;neural summarization;scientific article summarization"}
|
| 233 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of n-gram models, now I want to learn about the concept of evaluation of language modeling, what concept path should I follow?", "answer": "n-gram models;word distributions;language modeling;evaluation of language modeling"}
|
| 234 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of natural language processing intro, now I want to learn about the concept of tsne, what concept path should I follow?", "answer": "natural language processing intro;vector representations;structured learning;vector semantics;tsne"}
|
| 235 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of search, now I want to learn about the concept of logic and logical agents, what concept path should I follow?", "answer": "search;logic and logical agents"}
|
| 236 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of dimensionality reduction, now I want to learn about the concept of matrix factorization, what concept path should I follow?", "answer": "dimensionality reduction;Principal Component Analysis;matrix factorization"}
|
| 237 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of Variations of GANs, what concept path should I follow?", "answer": "loss function;Variations of GANs"}
|
| 238 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of word embedding variations, now I want to learn about the concept of word sense disambiguation, what concept path should I follow?", "answer": "word embedding variations;word sense disambiguation"}
|
| 239 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of text similarity, now I want to learn about the concept of event detection, what concept path should I follow?", "answer": "text similarity;event detection"}
|
| 240 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of optimization, now I want to learn about the concept of word sense disambiguation, what concept path should I follow?", "answer": "optimization;machine learning resources;word embedding;word embedding variations;word sense disambiguation"}
|
| 241 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of Unsupervised learning, now I want to learn about the concept of memory networks, what concept path should I follow?", "answer": "Unsupervised learning;neural networks;memory networks"}
|
| 242 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of machine learning resources, now I want to learn about the concept of word sense disambiguation, what concept path should I follow?", "answer": "machine learning resources;word embedding;word embedding variations;word sense disambiguation"}
|
| 243 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of semi-supervised learning, now I want to learn about the concept of graph convolutional networks, what concept path should I follow?", "answer": "semi-supervised learning;graph convolutional networks"}
|
| 244 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of semi supervised learning, now I want to learn about the concept of first-order logic, what concept path should I follow?", "answer": "semi supervised learning;first-order logic"}
|
| 245 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of Unsupervised learning, now I want to learn about the concept of graph convolutional networks, what concept path should I follow?", "answer": "Unsupervised learning;neural networks;convolutional neural networks;graph convolutional networks"}
|
| 246 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of loss function, now I want to learn about the concept of Unsupervised learning, what concept path should I follow?", "answer": "loss function;machine learning resources;random walks and harmonic functions;Unsupervised learning"}
|
| 247 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of monte carlo methods, now I want to learn about the concept of latent dirichlet allocation, what concept path should I follow?", "answer": "monte carlo methods;latent dirichlet allocation"}
|
| 248 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of aspect-sentiment pairs, now I want to learn about the concept of sentiment knowledge, what concept path should I follow?", "answer": "aspect-sentiment pairs;sentiment knowledge"}
|
| 249 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of linguistics basics, now I want to learn about the concept of context free grammars, what concept path should I follow?", "answer": "linguistics basics;context free grammars"}
|
| 250 |
-
{"question": "In the domain of Natural Language Processing, I know about the concept of training neural networks, now I want to learn about the concept of recursive neural networks, what concept path should I follow?", "answer": "training neural networks;recursive neural networks"}
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jsonl_outputs/task5.jsonl
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|
| 1 |
-
{"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"}
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| 1 |
-
{"question": " I already know about automated essay scoring, neural summarization, social network extraction, neural machine translation, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 2 |
-
{"question": " I already know about social media analysis, sentence simplification, word embedding, relation extraction, text mining. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 3 |
-
{"question": " I already know about thesaurus-based similarity, multilingual word embedding, vector semantics, recommendation system, context free grammars. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 4 |
-
{"question": " I already know about toolkits for information retrieval, social network extraction, social media analysis, citation networks, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 5 |
-
{"question": " I already know about document ranking, information retrieval, text mining, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 6 |
-
{"question": " I already know about sentence simplification, semantic similarity, word sense disambiguation, linear discriminant analysis, kernels. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 7 |
-
{"question": " I already know about text mining, word sense disambiguation, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 8 |
-
{"question": " I already know about speech processing, speech synthesis, text to speech generation, speech signal analysis. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 9 |
-
{"question": " I already know about multilingual word embedding, syntaxnet, word embedding, word sense disambiguation, word embedding variations. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 10 |
-
{"question": " I already know about structured learning, context free grammars, course introduction, tsne. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 11 |
-
{"question": " I already know about memory networks, spectral clustering, tsne, neural parsing, Unsupervised learning. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 12 |
-
{"question": " I already know about evaluation of language modeling, character level language models, text generation, language modeling. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 13 |
-
{"question": " I already know about dependency parsing, syntaxnet, statistical parsing, neural parsing, first-order logic. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 14 |
-
{"question": " I already know about structured learning, n-gram models, word sense disambiguation, kernels, word embedding variations. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 15 |
-
{"question": " I already know about sentiment analysis, neural question answering, tsne, Autoencoders. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 16 |
-
{"question": " I already know about event detection, dependency parsing, syntaxnet, semi supervised learning, evaluation of dependency parsing. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 17 |
-
{"question": " I already know about discourse analysis, vector semantics, morphology and semantics in machine translation, word segmentation, knowledge representation. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 18 |
-
{"question": " I already know about kernel function, expectation maximization algorithm, Mixture Models. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 19 |
-
{"question": " I already know about pointer networks, graph convolutional networks, recursive neural networks, training neural networks. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 20 |
-
{"question": " I already know about neural question answering, social media analysis, topic modeling, relation extraction, word embedding variations. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 21 |
-
{"question": " I already know about nlp for biology, social media analysis, document representation, bio text mining, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 22 |
-
{"question": " I already know about morphology and semantics in machine translation, machine translation techniques, syntax based machine translation, noisy channel model. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 23 |
-
{"question": " I already know about markov decision processes, latent dirichlet allocation, markov chain monte carlo, Markov chains. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 24 |
-
{"question": " I already know about syntax, dependency syntax, shift-reduce parsing, first-order logic. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 25 |
-
{"question": " I already know about logic and logical agents, robotic locomotion, adversarial search, propositional logic, agent-based view of ai. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 26 |
-
{"question": " I already know about evaluation of language modeling, neural language modeling, character level language models, text generation, language modeling. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 27 |
-
{"question": " I already know about social network extraction, citation networks, text mining, query expansion, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 28 |
-
{"question": " I already know about structured learning, multilingual word embedding, neural machine translation, relation extraction, word embedding variations. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 29 |
-
{"question": " I already know about cky parsing, context sensitive grammar, context free grammar. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 30 |
-
{"question": " I already know about syntaxnet, penn treebank, dependency syntax. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 31 |
-
{"question": " I already know about toolkits for information retrieval, social media analysis, information retrieval, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 32 |
-
{"question": " I already know about citation networks, graph-based nlp, pagerank. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 33 |
-
{"question": " I already know about question answering, bayesian network, hidden markov models, bayes theorem, course introduction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 34 |
-
{"question": " I already know about pointer networks, memory networks, neural question answering, speech synthesis, Unsupervised learning. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 35 |
-
{"question": " I already know about automated essay scoring, structured learning, evaluation of language modeling, vector semantics, document representation. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 36 |
-
{"question": " I already know about dependency parsing, lexicalized parsing, neural parsing. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 37 |
-
{"question": " I already know about robotics, propositional logic, agent-based view of ai. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 38 |
-
{"question": " I already know about machine translation, morphology and semantics in machine translation, syntax based machine translation, the ibm models. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 39 |
-
{"question": " I already know about bio text mining, language modeling, kernels. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 40 |
-
{"question": " I already know about multilingual word embedding, word sense disambiguation, word embedding variations. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 41 |
-
{"question": " I already know about a* search, uncertainty, robotic locomotion, heuristic search, agent-based view of ai. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 42 |
-
{"question": " I already know about multilingual word embedding, syntaxnet, word embedding, word embedding variations. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 43 |
-
{"question": " I already know about graph convolutional networks, neural language modeling, k means. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 44 |
-
{"question": " I already know about semi-supervised learning, recursive neural networks, neural networks, stack lstm, training neural networks. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 45 |
-
{"question": " I already know about robotics, expert systems, adversarial search. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 46 |
-
{"question": " I already know about graph convolutional networks, k means, neural parsing, training neural networks, agent-based view of ai. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 47 |
-
{"question": " I already know about syntaxnet, word embedding, neural machine translation, stack lstm. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 48 |
-
{"question": " I already know about semantic parsing, classic parsing methods, transition based dependency parsing. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 49 |
-
{"question": " I already know about search, uncertainty, informed search, expert systems, propositional logic. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 50 |
-
{"question": " I already know about automated essay scoring, neural language modeling, sentence representations, word embedding variations. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 51 |
-
{"question": " I already know about document ranking, social network extraction, search engines, query expansion, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 52 |
-
{"question": " I already know about nlp for biology, multilingual word embedding, neural language modeling, word segmentation, chomsky hierarchy. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 53 |
-
{"question": " I already know about sentiment analysis, neural summarization, text summarization, scientific article summarization, document representation. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 54 |
-
{"question": " I already know about graph convolutional networks, speech processing, syntaxnet, machine learning resources, topic modeling. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 55 |
-
{"question": " I already know about graph convolutional networks, sentiment analysis, neural language modeling, scientific article summarization, relation extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 56 |
-
{"question": " I already know about scientific article summarization, logistic regression, relation extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 57 |
-
{"question": " I already know about sentiment analysis, social media analysis, classification, sequence classification, conditional random fields. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 58 |
-
{"question": " I already know about automated essay scoring, hidden markov models, citation networks, semantic similarity, text to speech generation. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 59 |
-
{"question": " I already know about graph convolutional networks, recursive neural networks, convolutional neural networks, neural networks, Autoencoders. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 60 |
-
{"question": " I already know about scientific article summarization, sentence boundary recognition, word embedding variations. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 61 |
-
{"question": " I already know about neural summarization, text summarization, scientific article summarization. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 62 |
-
{"question": " I already know about sentiment analysis, social media analysis, sentence simplification, text summarization, citation networks. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 63 |
-
{"question": " I already know about neural question answering, recurrent neural networks, gated recurrent units. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 64 |
-
{"question": " I already know about evaluation of language modeling, neural language modeling, character level language models, text generation. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 65 |
-
{"question": " I already know about bayesian network, hidden markov models, bayes theorem, course introduction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 66 |
-
{"question": " I already know about neural turing machine, neural question answering, recurrent neural networks, gated recurrent units. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 67 |
-
{"question": " I already know about sentiment analysis, language identification, social media analysis, relation extraction, evaluation of text classification. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 68 |
-
{"question": " I already know about robotics, reinforcement learning, agent-based view of ai. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 69 |
-
{"question": " I already know about graph convolutional networks, neural question answering, neural parsing. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 70 |
-
{"question": " I already know about sentence simplification, word distributions, syntaxnet, relation extraction, tsne. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 71 |
-
{"question": " I already know about statistical machine translation, machine translation, morphology and semantics in machine translation, noisy channel model. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 72 |
-
{"question": " I already know about document ranking, search engines, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 73 |
-
{"question": " I already know about multilingual word embedding, word embedding, word sense disambiguation, Unsupervised learning. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 74 |
-
{"question": " I already know about neural question answering, robotics, syntaxnet, scientific article summarization, Autoencoders. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 75 |
-
{"question": " I already know about neural question answering, robotics, recursive neural networks, convolutional neural networks, stack lstm. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 76 |
-
{"question": " I already know about robotics, robotic locomotion, expert systems, propositional logic, agent-based view of ai. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 77 |
-
{"question": " I already know about social media analysis, search engines, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 78 |
-
{"question": " I already know about sentiment analysis, classification, convolutional neural networks, sequence classification and conditional random fields. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 79 |
-
{"question": " I already know about dimensionality reduction, latent semantic indexing, singular value decomposition, Manifold Learning, Principal Component Analysis. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 80 |
-
{"question": " I already know about matrix factorization, latent semantic indexing, Manifold Learning, Principal Component Analysis. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 81 |
-
{"question": " I already know about matrix factorization, latent semantic indexing, singular value decomposition, Manifold Learning. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 82 |
-
{"question": " I already know about neural turing machine, multilingual word embedding, deep learning introduction, neural machine translation, stack lstm. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 83 |
-
{"question": " I already know about nlp for biology, social network extraction, text similarity, recommendation system, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 84 |
-
{"question": " I already know about planning, problem solving and search, robotic locomotion, agent-based view of ai. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 85 |
-
{"question": " I already know about memory networks, neural question answering, long short term memory networks. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 86 |
-
{"question": " I already know about toolkits for information retrieval, document ranking, search engines, text mining, image retrieval. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 87 |
-
{"question": " I already know about pointer networks, graph convolutional networks, recursive neural networks, stack lstm, training neural networks. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 88 |
-
{"question": " I already know about neural summarization, seq2seq, scientific article summarization. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 89 |
-
{"question": " I already know about nlp for biology, bayesian network, word distributions, syntaxnet, bayes theorem. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 90 |
-
{"question": " I already know about latent dirichlet allocation, topic modeling, linear discriminant analysis. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 91 |
-
{"question": " I already know about document ranking, social network extraction, social media analysis, information retrieval, query expansion. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 92 |
-
{"question": " I already know about social network extraction, social media analysis, citation networks, information extraction. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 93 |
-
{"question": " I already know about matrix factorization, singular value decomposition, Manifold Learning, Principal Component Analysis. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 94 |
-
{"question": " I already know about neural turing machine, multilingual word embedding, neural machine translation, stack lstm. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 95 |
-
{"question": " I already know about neural question answering, weakly-supervised learning, KKT conditions, Unsupervised learning. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 96 |
-
{"question": " I already know about shallow parsing, event detection, syntaxnet, parsing. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 97 |
-
{"question": " I already know about multilingual word embedding, text summarization, neural machine translation, semantic similarity. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 98 |
-
{"question": " I already know about neural language modeling, spectral clustering, tsne, kernels. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 99 |
-
{"question": " I already know about statistical machine translation, machine translation, machine translation techniques, neural machine translation, the ibm models. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
|
| 100 |
-
{"question": " I already know about neural turing machine, word embedding, deep learning introduction, neural machine translation, word sense disambiguation. In the domain of Natural Language Processing, what potential project can I work on? Give me a possible idea. Show me the title and project description."}
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