Compound-QA: A Benchmark for Evaluating LLMs on Compound Questions

arXiv:2411.10163 · cs.CL · Submitted 2024-11-15 · Read on arXiv

cs.CL

Submitted: 2024-11-15

Updated: 2026-09-20

Comments: Accepted to ICASSP 2026

Code: https://github.com/sustech-nlp/Compound-QA

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

Terminology

• Benchmark — 26× in this paper · explained in 2 episodes
• Accuracy — 7× in this paper · explained in 1 episode
• Fine-Tuning — 4× in this paper · explained in 5 episodes
• Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Adaptation — 1× in this paper · explained in 1 episode
• Core — 1× in this paper · explained in 2 episodes
• Foundation Model — 1× in this paper · explained in 3 episodes
• Foundation Models — 1× in this paper · explained in 7 episodes
• Generalization — 1× in this paper · explained in 13 episodes
• LoRA Fine-Tuning — 1× in this paper · explained in 3 episodes
• Robustness — 1× in this paper · explained in 5 episodes
• Task Decomposition — 1× in this paper · explained in 2 episodes
• Verifier — 1× in this paper · explained in 2 episodes

Sources

• GPT-4 Technical Report
• The Llama 3 Herd of Models
• Gemma 3 Technical Report
• Qwen3 Technical Report
• Instruction-Following Evaluation for Large Language Models
• HotpotQA: A Dataset for Diverse, Explainable Multi-hop Question Answering
• RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge
• How Easily do Irrelevant Inputs Skew the Responses of Large Language Models?
• Evaluating LLMs with Multiple Problems at once
• LongGenBench: Long-context Generation Benchmark
• The SIFo Benchmark: Investigating the Sequential Instruction Following Ability of Large Language Models
• REST: Stress Testing Large Reasoning Models by Asking Multiple Problems at Once
• Multi-Task Inference: Can Large Language Models Follow Multiple Instructions at Once?
• AGIEval: A Human-Centric Benchmark for Evaluating Foundation Models
• DeepSeek LLM: Scaling Open-Source Language Models with Longtermism
• Mistral 7B
• Gemma 2: Improving Open Language Models at a Practical Size
• ChatGLM: A Family of Large Language Models from GLM-130B to GLM-4 All Tools
• InternLM2 Technical Report
• Qwen2.5 Technical Report

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