Text-Based Stock Prediction

Description from the archive archive 2025-07-28.

Benchmarks archive 2025-07-28

No benchmark for this task in the archive.

Libraries

Not in the archive: the export carries no per-task library table, so there is nothing to show at snapshot 2025-07-28.

Datasets archive 2025-07-28

3 datasets whose archive record lists this task, ordered by the archive's paper count.

Subtasks archive 2025-07-28

No subtask under this task in the archive's task tree.

Parent tasks archive 2025-07-28

Most implemented papers archive 2025-07-28

4 shown of 4 papers with code (4 tagged with this task in all), ordered by repositories listed in the archive, not by stars (the archive holds no stars, so PwC's “Social” and “Latest” sorts cannot be reproduced). Papers without a page here are shown as plain text.

• PIXIU: A Large Language Model, Instruction Data and Evaluation Benchmark for Finance
  8 Jun 2023 2 repositories listed Syntology ran 1 of 1 samples · 0 unverified
  This paper introduces PIXIU, a comprehensive framework including the first financial LLM based on fine-tuning LLaMA with instruction data, the first instruction data with 136K data samples to support the fine-tuning,…
• A Survey of Large Language Models in Finance (FinLLMs)
  4 Feb 2024 1 repository listed
  This survey provides a comprehensive overview of FinLLMs, including their history, techniques, performance, and opportunities and challenges.
• Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model
  14 Jun 2022 1 repository listed
  In addition, we propose a self-supervised learning strategy based on SRLP to enhance the out-of-distribution generalization performance of our system.
• Trade the Event: Corporate Events Detection for News-Based Event-Driven Trading
  26 May 2021 1 repository listed Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
  In this paper, we introduce an event-driven trading strategy that predicts stock movements by detecting corporate events from news articles.

Syntology lines on 2 of the papers shown; no Syntology record for the others (a paper without an arXiv id cannot be joined to the graph, and absence from the graph layer is not a recorded non-run). “Ran” means the sample executed on a synthesized fixture, not that the paper's result was reproduced. Read from the graph 2026-09-24.