CAME: Company-Aware Evidence-Memory Experts for Interpretable Quarter-Ahead Revenue Forecasting

arXiv:2609.33143 · cs.CL, cs.LG · Submitted 2026-09-27 · Read on arXiv

cs.CL, cs.LG

Submitted: 2026-09-27

Updated: 2026-09-27

Code: https://github.com/yy1200/came-revenue-forecasting

Terminology

• Statistical Anchor — 39× in this paper
• Trace — 29× in this paper · explained in 2 episodes
• Alignment — 11× in this paper · explained in 1 episode
• Provenance — 10× in this paper · explained in 4 episodes
• Commentary — 9× in this paper · explained in 2 episodes
• Accuracy — 6× in this paper · explained in 1 episode
• Aggregation — 5× in this paper · explained in 1 episode
• Benchmark — 5× in this paper · explained in 2 episodes
• Calibration — 4× in this paper · explained in 7 episodes
• Grounding — 4× in this paper · explained in 3 episodes
• Robustness — 4× in this paper · explained in 5 episodes
• Ablation — 3× in this paper · explained in 1 episode
• Time Series Forecasting — 3× in this paper · explained in 3 episodes
• Ablation study — 2× in this paper · explained in 1 episode
• Accountability — 2× in this paper · explained in 2 episodes
• Distillation — 2× in this paper · explained in 2 episodes
• Meeting of the Association for Computational Linguistics — 2× in this paper
• Transformer — 2× in this paper · explained in 2 episodes
• Agentic Retrieval — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Calibration Failure — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• Core — 1× in this paper · explained in 2 episodes
• Failure Modes — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• In The International Conference on Learning Representations — 1× in this paper
• Interpretability — 1× in this paper · explained in 15 episodes
• Knowledge Graph — 1× in this paper · explained in 7 episodes
• Regularization — 1× in this paper · explained in 3 episodes
• Semantic Alignment — 1× in this paper · explained in 3 episodes

Sources

• TimeGPT-1
• The Llama 3 Herd of Models
• Qwen2.5 Technical Report
• Zero is Not Hero Yet: Benchmarking Zero-Shot Performance of LLMs for Financial Tasks
• Qwen3 Technical Report

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