adversarially

the lawyer argued adversarially during the cross-examination.

the team adopted an adversarially trained model to improve robustness.

the negotiators spoke adversarially, leaving little room for compromise.

the interview turned adversarially when the reporter pressed for details.

the witness responded adversarially to even simple questions.

the discussion proceeded adversarially rather than collaboratively.

the two firms competed adversarially for market share.

the meeting devolved adversarially into accusations and denials.

the prosecutor questioned adversarially to expose inconsistencies.

the editor challenged the author adversarially over disputed claims.

the parties litigated adversarially instead of pursuing mediation.

the debate was framed adversarially, emphasizing winners and losers.