Research
Papers that actually matter
28 articles in this section.
The Indi-RomCoM benchmark reveals that LLMs struggle with Romanized Indic-English code-mixing, highlighting a critical failure in current multilingual training pipelines.
An analysis of a new framework for measuring curriculum alignment, highlighting the disconnect between academic coverage and actual industry competency.
Exploring the shift from probabilistic system prompts to formal runtime policy enforcement using deontic logic to secure LLM agent tool execution.
The search for dark matter is pivoting from hardware traps to AI-driven simulations, requiring scalable energy infrastructure like Kenya's solar initiatives.
An analysis of the SkillChain-Gym benchmark and its approach to treating workforce capabilities as dynamic, decaying variables in industrial RL optimization.
An analysis of Gemini-SQL2's high BIRD benchmark scores and the challenges of applying text-to-SQL AI in messy, real-world production environments.
An analysis of using LLMs to extract structured data from complex Safety Data Sheets, highlighting the challenges of PDF ingestion and accuracy.
MacArena exposes the gap between simulated environments and the actual friction of operating a macOS GUI, highlighting the fragility of current agents.
Huawei’s KVarN reduces VRAM usage in vLLM by quantizing the KV cache, allowing for larger batch sizes and longer context windows.
An analysis of the POLARIS paper and its approach to preventing quality degradation and structural collapse in long-form creative writing for small models.
