Source record

Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2608.05791.

Pipeline notes

The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.

The paper introduces TIPEX, a framework that unifies two levels of inference-time parallelism in multi-agent LLM systems: Replica Parallelism (multiple solution paths) and Structural Parallelism (concurrent execution within a single path). Experiments on GAIA show coordinated parallelism improves accuracy and reduces latency, with intermediate-difficulty tasks benefiting most.

Provides a systematic framework and empirical guidance on when parallel execution strategies help multi-agent LLM systems, with concrete findings on complementary effects of different parallelism types.

Cited by

No citations on record.