2 papers
cs.AI2026
ArbiGraph: Arbitrarily Scalable Verifiable Task Graphs for Evaluating Context Management
Pavel Golikov, Evgenii Opryshko, Gennady Pekhimenko +1
We introduce ARBIGRAPH, a benchmark generator for evaluating whether tool-assisted language agents can retain, update, compose, and discard task-relevant context across extended re…
cs.LG2026
Robust Reasoning Benchmark
Pavel Golikov, Evgenii Opryshko, Gennady Pekhimenko +1
While Large Language Models (LLMs) achieve high performance on standard mathematical benchmarks, their problem-solving abilities depend on the context and textual formatting. We in…