the robustness of these reasoning behaviors remains underexplored
「推理行为的鲁棒性尚未被充分探索」——这句话是整个推理模型研究领域的集体盲点声明。过去两年，测试时计算（test-time compute）、长思维链（CoT）、o1/R1 类推理模型吸引了巨大关注，但几乎所有评测都在「孤立问题」环境下进行。在真实 Agent 部署场景中，「能否保持推理深度」这个最基本的可靠性问题，直到这篇论文才开始被系统研究。
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
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We conducted a study with 32 blind US users.
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We conducted a study with 12 blind SR users.
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
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We conducted role-playing exercises with 24 US journalists.
sentence about testing
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We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
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We conducted role-playing exercises with 24 US journalists.
sentence about testing
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We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
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We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
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We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
-
We conducted a study with 32 blind US users.
sentence about testing
-
We conducted a study with 12 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
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We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
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We conducted role-playing exercises with 24 US journalists.
sentence about testing
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We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
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We conducted role-playing exercises with 24 US journalists.
sentence about testing
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We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
-
We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
-
We conducted a study with 32 blind US users.
sentence about testing
-
We conducted a study with 12 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
-
We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
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We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
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We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
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We conducted a study with 32 blind SR users.
sentence about testing
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We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
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We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
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We conducted a study with 32 blind US users.
sentence about testing
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We conducted a study with 12 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
-
We conducted a study with 32 blind US users.
sentence about testing
-
We conducted a study with 12 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
-
We conducted a study with 32 blind US users.
sentence about testing
-
We conducted a study with 12 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
-
We conducted a study with 32 blind US users.
sentence about testing
-
We conducted a study with 12 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (N=79) and qualitative (N=93) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 35 blind and visually impaired (VI) Developers.
sentence about testing
-
We conducted a study with 32 blind US users.
sentence about testing
-
We conducted a study with 12 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-
We conducted quantitative (n=70) and qualitative (n=30) studies with healthcare experts.
sentence about testing
-
We conducted a qualitative study with 16 blind and visually impaired (BI) developers.
sentence about testing
-
We conducted role-playing exercises with 24 US journalists.
sentence about testing
-
We conducted a study with 32 blind SR users.
sentence about testing
-
We conducted a collaborative, user-centered design study with a team of scientific researchers.
sentence about testing
-