{"work":{"id":"3dd01f6f-6c0f-4a47-a6dd-6ca15bc4e219","openalex_id":null,"doi":null,"arxiv_id":"1908.10063","raw_key":null,"title":"FinBERT: Financial Sentiment Analysis with Pre-trained Language Models","authors":null,"authors_text":"Dogu Araci","year":2019,"venue":"cs.CL","abstract":"Financial sentiment analysis is a challenging task due to the specialized language and lack of labeled data in that domain. General-purpose models are not effective enough because of the specialized language used in a financial context. We hypothesize that pre-trained language models can help with this problem because they require fewer labeled examples and they can be further trained on domain-specific corpora. We introduce FinBERT, a language model based on BERT, to tackle NLP tasks in the financial domain. Our results show improvement in every measured metric on current state-of-the-art results for two financial sentiment analysis datasets. We find that even with a smaller training set and fine-tuning only a part of the model, FinBERT outperforms state-of-the-art machine learning methods.","external_url":"https://arxiv.org/abs/1908.10063","cited_by_count":null,"metadata_source":"pith","metadata_fetched_at":"2026-07-10T09:06:59.089034+00:00","pith_arxiv_id":"1908.10063","created_at":"2026-05-09T06:05:35.355966+00:00","updated_at":"2026-07-10T09:06:59.089034+00:00","title_quality_ok":true,"display_title":"FinBERT: Financial Sentiment Analysis with Pre-trained Language Models","render_title":"FinBERT: Financial Sentiment Analysis with Pre-trained Language Models"},"hub":{"state":{"work_id":"3dd01f6f-6c0f-4a47-a6dd-6ca15bc4e219","tier":"hub","tier_reason":"10+ Pith inbound or 1,000+ external citations","pith_inbound_count":45,"external_cited_by_count":null,"distinct_field_count":11,"first_pith_cited_at":"2023-03-30T17:30:36+00:00","last_pith_cited_at":"2026-07-09T10:50:51+00:00","author_build_status":"not_needed","summary_status":"needed","contexts_status":"needed","graph_status":"needed","ask_index_status":"not_needed","reader_status":"not_needed","recognition_status":"not_needed","updated_at":"2026-08-23T13:49:32.793352+00:00","tier_text":"hub"},"tier":"hub","role_counts":[{"context_role":"background","n":6},{"context_role":"baseline","n":1},{"context_role":"method","n":1},{"context_role":"other","n":1}],"polarity_counts":[{"context_polarity":"background","n":5},{"context_polarity":"unclear","n":2},{"context_polarity":"baseline","n":1},{"context_polarity":"use_method","n":1}],"runs":{},"summary":{},"graph":{},"authors":[]}}