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문장 내 개체간 42가지 관계 추출 competition (Naver Boostcamp)

Jupyter Notebook 84.09% Python 15.91%

p2-klue-ddooom's Introduction

Wrap-Up Report


Task : 문장 내 개체간 관계 추출

  • sentence와 sentence 안의 entity 2개를 입력 받으면 entity 간의 관계를 출력한다.

Data

  • column 1: 데이터가 수집된 정보.
  • column 2: sentence.
  • column 3: entity 1
  • column 4: entity 1의 시작 지점.
  • column 5: entity 1의 끝 지점.
  • column 6: entity 2
  • column 7: entity 2의 시작 지점.
  • column 8: entity 2의 끝 지점.
  • column 9: entity 1과 entity 2의 관계를 나타내며, 총 42개의 classes가 존재함.

Training

  • python train_trainer.py --config_name [config(json)]
  • ex) python train_trainer.py --config_name config_example

Inference

  • python inference.py --config_name [config(json)] --ckpt_name [saved_model_ckpt]
  • ex) python inference.py --config_name config_example --ckpt_name checkpoint-1000

Ensemble

  • 코드 상에서 경로 변경 후 앙상블 (soft vote, hard vote)

QA task

  • dataset&evaulate_QA : QA task를 위한 데이터 셋 생성과 pipeline을 활용한 간단한 테스트
  • train_QA : QA dataset을 활용하여 학습
  • inference_QA : 실제 inferece하지 않고 한 테스트 데이터에 대해 질문 별 결과만 출력한다. (결과 확인 후 성능이 좋지 않아 사용 x)

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