Establish transfer of benchmark results beyond curated computational tasks
Establish whether the discovery-quality findings obtained from computational dry-lab tasks drawn from open, reproducible sources transfer to wet-lab research and to less curated scientific corpora.
References
Tasks are computational (``dry-lab'') and drawn from sources with open, reproducible data, so transfer to wet-lab research and to less curated corpora remains to be established.
— TruthInsightBench: An Evidence-Grounded Benchmark for Automated Evaluation of Open-Ended Scientific Discovery Agents
(2609.05079 - Yang et al., 4 Sep 2026) in Section 5.3, “Limitations and future work”
Whether the gains carry over to real data remains open and can be tested as such data become available.
— Benchmarking and Enhancing Agentic Causal Discovery
(2610.22846 - Ma et al., 16 Oct 2026) in Section 'Limitations', subsection 'Simulated data'