Candidate Generation and Definition-Guided Verification for Sentence-Level Depression Symptom Recognition

arXiv:2609.01833 · cs.CL · Submitted 2026-09-01 · Read on arXiv

cs.CL

Submitted: 2026-09-01

Updated: 2026-09-01

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• Verification — 42× in this paper · explained in 2 episodes
• Accuracy — 40× in this paper · explained in 1 episode
• Verifier — 36× in this paper · explained in 2 episodes
• RAG — 18× in this paper · explained in 3 episodes
• Consistency — 12× in this paper · explained in 3 episodes
• Fine-Tuning — 11× in this paper · explained in 5 episodes
• Alignment — 8× in this paper · explained in 1 episode
• Ablation — 6× in this paper · explained in 1 episode
• Core — 5× in this paper · explained in 2 episodes
• Two-Stage Framework — 5× in this paper · explained in 2 episodes
• Adaptation — 4× in this paper · explained in 1 episode
• Institute for Systems and Robotics — 4× in this paper
• Embeddings — 3× in this paper · explained in 2 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Benchmark — 2× in this paper · explained in 2 episodes
• Contrastive Learning — 2× in this paper · explained in 5 episodes
• Domain Adaptation — 2× in this paper · explained in 5 episodes
• F1 Score — 2× in this paper · explained in 3 episodes
• Generative Model — 2× in this paper · explained in 2 episodes
• Instruction Tuning — 2× in this paper · explained in 2 episodes
• Representation Learning — 2× in this paper · explained in 2 episodes
• Transfer Learning — 2× in this paper · explained in 10 episodes
• Aggregation — 1× in this paper · explained in 1 episode
• Benchmarking — 1× in this paper · explained in 3 episodes
• Committee on Publication Ethics — 1× in this paper
• Cosine Similarity — 1× in this paper · explained in 3 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Pairwise Comparisons — 1× in this paper · explained in 2 episodes
• Robustness — 1× in this paper · explained in 5 episodes

Sources

• Challenges of Large Language Models for Mental Health Counseling
• MedGemma Technical Report
• MedREQAL: Examining Medical Knowledge Recall of Large Language Models via Question Answering

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