TQTS-Bench: A Multi-Syntax Benchmark for Text-to-Query over Time-Series Databases

arXiv:2609.34783 · cs.CL · Submitted 2026-09-28 · Read on arXiv

cs.CL

Submitted: 2026-09-28

Updated: 2026-09-28

Project page: https://bird-bench.github.io/7

Terminology

• Benchmark — 52× in this paper · explained in 2 episodes
• Verification — 20× in this paper · explained in 2 episodes
• Aggregation — 13× in this paper · explained in 1 episode
• Text-to-SQL — 11× in this paper · explained in 3 episodes
• Accuracy — 6× in this paper · explained in 1 episode
• Ablation — 5× in this paper · explained in 1 episode
• Ablation study — 5× in this paper · explained in 1 episode
• Generalizability — 5× in this paper · explained in 6 episodes
• Alignment — 4× in this paper · explained in 1 episode
• Knowledge Graph — 4× in this paper · explained in 7 episodes
• Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
• Transferability — 3× in this paper · explained in 4 episodes
• Generalization — 2× in this paper · explained in 13 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Clustering — 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
• Domain Shift — 1× in this paper · explained in 4 episodes
• Error Taxonomy — 1× in this paper · explained in 2 episodes
• In-Context Learning — 1× in this paper · explained in 4 episodes
• Internet of Things — 1× in this paper
• Temporal Reasoning — 1× in this paper · explained in 2 episodes

Sources

• RSL-SQL: Robust Schema Linking in Text-to-SQL Generation
• DeepSeek-V4: Towards Highly Efficient Million-Token Context Intelligence
• GLM-5: from Vibe Coding to Agentic Engineering
• Kimi K3: Open Frontier Intelligence
• On the Design of Qwen3.8-Next Architecture: Evaluation, Efficiency, and Training Stability

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