Benchmarking large language models for target-specific financial stance detection in 10-K MD&A sections and earnings call transcripts
Financial disclosures contain rich narrative information about firm performance, but their length, specialized terminology, and target-dependent language make sentence-level analysis challenging. Existing financial sentiment methods typically assess overall positive or negative tone, rather than stance toward specific...