Jiao Sun
2 papers · Latest:
Natural Language Processing
How Do AI Agents Spend Your Money? Analyzing and Predicting Token Consumption in Agentic Coding Tasks
This paper systematically analyzes token consumption in AI agentic coding tasks, revealing high costs, variability, and poor self-prediction by frontier LLMs.
2604.22750
Natural Language ProcessingLIMA: Less Is More for Alignment
LIMA shows that fine-tuning a large language model on just 1,000 curated examples can achieve performance comparable to state-of-the-art models, highlighting the dominant role of pretraining over extensive instruction tuning.
2305.11206
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