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Multiview Contextual Commonsense Inference

태스크의 하위 분류와 논문·코드·평가·기법·데이터셋을 탐색하세요.

하위 태스크
0
평가표
2
보존된 평가 기록
4

Depending on the situation, multiple different reasonings are possible each leading to various unique inferences. For a given context, identifying all valid inferences require commonsense reasoning and as such, this task is called Multiview Contextual Commonsense Inference.

데이터셋

출처에 같은 태스크 이름으로 연결된 데이터셋입니다. 동명 태스크가 포함될 수 있으므로, 비교할 때는 평가 결과의 조건도 확인하세요.

CICERO

CICERO contains 53,000 inferences for five commonsense dimensions -- cause, subsequent event, prerequisite, motivation, and emotional reaction -- collected from 5600 dialogues. It involves two challenging generative and multi-choice alternative selection tasks for the state-of-the-art NLP models to solve. Download the dataset using this link.

CICEROv2

The CICEROv2 dataset can be found in the data directory. Each line of the files is a json object indicating a single instance. The json objects have the following key-value pairs: | Key | Value | |:----------:| :-----:| | ID | Dialogue ID with dataset indicator. | | Dialogue | Utterances of the dialogue in a list. | | Target | Target utterance. | | Question | One of the five questions (inference types). | | Choices | Five possible answer choices in a list. One of the answers is<br>human written. The other four answers are machine generated<br>and selected through the Adversarial Filtering (AF) algorithm. | | Human Written Answer | Index of the human written answer in a<br>single element list. Index starts from 0. | | Correct Answers | List of all correct answers indicated as plausible<br>or speculatively correct by the human annotators.<br>Includes the index of the human written answer. | --------------------------------------------------------------------------- An example of the data is shown below. { "ID": "daily-dialogue-0404", "Dialogue": [ "A: Dad , why are you taping the windows ?", "B: Honey , a typhoon is coming .", "A: Really ? Wow , I don't have to go to school tomorrow .", "B: Jenny , come and help , we need to prepare more food .", "A: OK . Dad ! I'm coming ." ], "Target": "Jenny , come and help , we need to prepare more food .", "Question": "What subsequent event happens or could happen following the target?", "Choices": [ "Jenny and her father stockpile food for the coming days.", "The speaker and the listener go outside to purchase more food material for precaution.", "Jenny and her father give away all their food.", "Jenny and her father eat all the food in their refrigerator." ], "Correct Answers": [ 0, 1 ] }

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