mlsanityData to 14 Oct 2026

Economy Watchers Survey Provides Datasets and Tasks for Japanese Financial Domain

arXiv 2407.14727 ↗First posted 20 Jul 2024cs.CL cs.CEcited by 2

Not on the map. Why?

Abstract (arXiv)

Natural language processing (NLP) tasks in English and general domains are widely available and are often used to evaluate pre-trained language models. In contrast, fewer tasks are available for languages other than English and in the financial domain. Particularly, tasks in the Japanese and financial domains are limited. We develop two large datasets using data published by a Japanese central government agency. The datasets provide three Japanese financial NLP tasks, including 3- and 12-class classifications for categorizing sentences, along with a 5-class classification task for sentiment analysis. Our datasets are designed to be comprehensive and updated by leveraging an automatic update framework that ensures that the latest task datasets are publicly always available.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 12 of its 25 references that are in the map. First posted on arXiv 20 Jul 2024.

Builds on

12 of 25 references.

References · 12

  1. 2020Language Models are Few-Shot Learnerscited by 32,419
  2. 2022Large Language Models are Zero-Shot Reasonerscited by 4,374
  3. 2022Large Language Models Encode Clinical Knowledgecited by 1,830
  4. 2023LegalBench: A Collaboratively Built Benchmark for Measuring Legal Reasoning in Large Language Modelscited by 336
  5. 2013Good Debt or Bad Debt: Detecting Semantic Orientations in Economic Textscited by 310
  6. 2022WHEN FLUE MEETS FLANG: Benchmarks and Large Pre-trained Language Model for Financial Domaincited by 117
  7. 2020Impact of News on the Commodity Market: Dataset and Resultscited by 80
  8. 2023Trillion Dollar Words: A New Financial Dataset, Task & Market Analysiscited by 75
  9. 2023Are ChatGPT and GPT-4 General-Purpose Solvers for Financial Text Analytics? A Study on Several Typical Taskscited by 59
  10. 2024Construction of a Japanese Financial Benchmark for Large Language Modelscited by 13
  11. 2023Large Language Models are legal but they are not: Making the case for a powerful LegalLLMcited by 12
  12. 2021News-based Business Sentiment and its Properties as an Economic Indexcited by 3

Built on by

Cited by year (2026 to 14 Oct)

Citing papers per year: 2024: 1; 2025: 0; 2026: 1.

2 papers.