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7 changes: 4 additions & 3 deletions paper/main.tex
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Expand Up @@ -190,7 +190,7 @@ \section{Evaluation Inventory}
\begin{multicols}{2}
The benchmark covers four assay types and eight task categories.
CUT\&Tag/CUT\&RUN tasks are drawn from zebrafish chromatin workflow snapshots
and span chromatin state analysis, QC, peak calling, downstream analysis,
(GSE178343) \cite{akdogan2022zebrafish} and span chromatin state analysis, QC, peak calling, downstream analysis,
genomic annotation, alignment, and visualization. ATAC-seq tasks use pediatric
B-ALL ATAC/RNA data from GSE161501 and related integrative workflow
artifacts \cite{diedrich2021allatac}, with downstream analysis dominating.
Expand Down Expand Up @@ -225,7 +225,7 @@ \section{Evaluation Inventory}
\midrule
CUT\&Tag/CUT\&RUN &
47 &
Zebrafish chromatin workflow snapshots &
Zebrafish chromatin workflow snapshots (GSE178343) &
Chromatin state (12), QC (10), peak calling (9), downstream analysis (7), genomic annotation (5), alignment (3), visualization (1) \\
\addlinespace
ATAC-seq &
Expand Down Expand Up @@ -432,7 +432,8 @@ \section{Discussion}
selected a familiar workflow default, literature-derived mechanism, or nearby
statistic that was not supported by the provided evidence. This separates
execution from judgment: an agent can operate the tools of an epigenomics
workflow and still submit the wrong biological answer.
workflow and still submit the wrong biological answer. Concurrent work on
agentic biological discovery reports the same pattern \cite{johri2026m3a}.

The benchmark has several limitations. The task inventory is not balanced
across assay families: CUT\&Tag/CUT\&RUN (47 evaluations) and methylation-seq
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9 changes: 9 additions & 0 deletions paper/references.tex
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Expand Up @@ -74,5 +74,14 @@
\bibitem{zhang2008macs} Zhang, Y. et al. Model-based analysis of ChIP-Seq
(MACS). \textit{Genome Biology} 9, R137 (2008).

\bibitem{akdogan2022zebrafish} Akdogan-Ozdilek, B., Duval, K. L., Meng, F. W.,
Murphy, P. J. \& Goll, M. G. Identification of chromatin states during zebrafish
gastrulation using CUT\&RUN and CUT\&Tag. \textit{Developmental Dynamics} 251,
729--742 (2022). GEO: GSE178343.

\bibitem{johri2026m3a} Johri, S. et al. Evaluating agentic AI for biological
discovery in autonomous and copilot settings. \textit{bioRxiv} (2026)
doi:10.64898/2026.06.04.729919.

\end{thebibliography}
}