Kinship Data Benchmark for Multi-hop Reasoning

arXiv:2601.07794 · cs.CL, cs.AI · Submitted 2026-01-12 · Read on arXiv

cs.CL, cs.AI

Submitted: 2026-01-12

Updated: 2026-09-16

Terminology

• Benchmark — 20× in this paper · explained in 2 episodes
• Multi-hop Reasoning — 18× in this paper · explained in 3 episodes
• Accuracy — 10× in this paper · explained in 1 episode
• Adam — 3× in this paper · explained in 2 episodes
• Core — 3× in this paper · explained in 2 episodes
• Large Language Models (LLMs) — 3× in this paper · explained in 6 episodes
• Verification — 2× in this paper · explained in 2 episodes
• Alignment — 1× in this paper · explained in 1 episode
• Annotation Ambiguity — 1× in this paper · explained in 1 episode
• Chain-of-Thought Prompting — 1× in this paper · explained in 2 episodes
• Cognitive Load — 1× in this paper · explained in 2 episodes
• Consistency — 1× in this paper · explained in 3 episodes
• F1 Score — 1× in this paper · explained in 3 episodes
• Fine-Tuning — 1× in this paper · explained in 5 episodes
• Hallucination — 1× in this paper · explained in 3 episodes
• Hybrid System — 1× in this paper · explained in 2 episodes
• Ontology — 1× in this paper · explained in 2 episodes
• Reinforcement Learning — 1× in this paper · explained in 4 episodes
• Trace — 1× in this paper · explained in 2 episodes

Sources

• Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
• DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning
• Gemma 3 Technical Report
• Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps
• Qwen3 Technical Report
• Culturally Aware and Adapted NLP: A Taxonomy and a Survey of the State of the Art
• GPT-4o System Card
• Cofca: A Step-Wise Counterfactual Multi-hop QA benchmark

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