LongWoF-Bench: Evaluating EvoMap Genes for Verifiable Long-Workflow Tasks

arXiv:2608.23200 · cs.CL · Submitted 2026-08-24 · Read on arXiv

cs.CL

Submitted: 2026-08-24

Updated: 2026-09-17

Code: https://github.com/EvoMap/evolver

Terminology

• Verifier — 48× in this paper · explained in 2 episodes
• Verification — 20× in this paper · explained in 2 episodes
• Provenance — 17× in this paper · explained in 4 episodes
• Benchmark — 15× in this paper · explained in 2 episodes
• Procedural Knowledge — 6× in this paper · explained in 2 episodes
• Distillation — 4× in this paper · explained in 2 episodes
• Abstraction — 3× in this paper · explained in 1 episode
• Benchmarking — 3× in this paper · explained in 4 episodes
• Consistency — 3× in this paper · explained in 3 episodes
• Failure Modes — 3× in this paper · explained in 3 episodes
• Trace — 2× in this paper · explained in 2 episodes
• Ablation — 1× in this paper · explained in 1 episode
• Adaptation — 1× in this paper · explained in 1 episode
• Agent Skills — 1× in this paper · explained in 1 episode
• Aggregation — 1× in this paper · explained in 1 episode
• PID Controller — 1× in this paper · explained in 2 episodes
• Sparse Attention — 1× in this paper · explained in 5 episodes

Sources

• From Procedural Skills to Strategy Genes: Towards Experience-Driven Test-Time Evolution
• SkillsBench: Benchmarking How Well Agent Skills Work Across Diverse Tasks
• How Well Do Agentic Skills Work in the Wild: Benchmarking LLM Skill Usage in Realistic Settings
• Managing Procedural Memory in LLM Agents: Control, Adaptation, and Evaluation
• MiniMax Sparse Attention
• Qwen3 Technical Report

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