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cs.CL2026
WhiteMatter: All-to-All Cross-Layer Connections via KV Source Mixing
Wenbo Zhang, Xiang Ren
When generating text, a Transformer produces representations of past tokens at every layer, but each layer can normally use only representations from the same depth. This restricti…
cs.CL2026
OpaqueToolsBench: Learning Nuances of Tool Behavior Through Interaction
Skyler Hallinan, Thejas Venkatesh, Xiang Ren +4
Tool-calling is essential for Large Language Model (LLM) agents to complete real-world tasks. While most existing benchmarks assume simple, perfectly documented tools, real-world t…