Does draft's style review + revise pipeline improve writing quality? Measures revision lift using WritingBench criteria.
| Judge Model | Avg Win Rate |
|---|---|
| haiku | 0.14 |
| sonnet | 0.11 |
- **Issue 1 (EPR opening):** Replaced "In 1935, Albert Einstein, Boris Podolsky, and Nathan Rosen published a thought experiment — the EPR paper — arguing that quantum mechanics was incomplete." with "The incompleteness of quantum mechanics was the central claim of a 1935 thought experiment by Einstein, Podolsky, and Rosen — the EPR paper." - **Issue 2 (Jönsson opening):** Replaced "The first rigorous electron double-slit experiment was carried out by Claus Jönsson at the University of Tübingen in 1961." with "When quantum mechanics emerged in the 1920s, physicists asked what would happen if particles were sent through Young's apparatus. The first rigorous answer came from Claus Jönsson at Tübingen in 1961." The preceding sentence beginning "The conceptual shock..." was retained as context; the new sentences replace only the Jönsson introduction. - **Issue 3 (Evaporative cooling opening):** Replaced "Evaporative cooling then removes the hottest atoms by applying radiofrequency radiation that selectively spin-flips the most energetic atoms (those occupying the outermost regions of the trap where the field is highest) into untrapped states, allowing them to escape." with "To reach BEC temperatures, the trapped gas must be cooled further by evaporative cooling, which removes the hottest atoms by applying radiofrequency radiation that spin-flips the most energetic atoms into untrapped states."
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- **Issue 1 (EPR opening):** Replaced "In 1935, Albert Einstein, Boris Podolsky, and Nathan Rosen published a thought experiment — the EPR paper — arguing that quantum mechanics was incomplete." with "The incompleteness of quantum mechanics was the central claim of a 1935 thought experiment by Einstein, Podolsky, and Rosen — the EPR paper." - **Issue 2 (Jönsson opening):** Replaced "The first rigorous electron double-slit experiment was carried out by Claus Jönsson at the University of Tübingen in 1961." with "When quantum mechanics emerged in the 1920s, physicists asked what would happen if particles were sent through Young's apparatus. The first rigorous answer came from Claus Jönsson at Tübingen in 1961." The preceding sentence beginning "The conceptual shock..." was retained as context; the new sentences replace only the Jönsson introduction. - **Issue 3 (Evaporative cooling opening):** Replaced "Evaporative cooling then removes the hottest atoms by applying radiofrequency radiation that selectively spin-flips the most energetic atoms (those occupying the outermost regions of the trap where the field is highest) into untrapped states, allowing them to escape." with "To reach BEC temperatures, the trapped gas must be cooled further by evaporative cooling, which removes the hottest atoms by applying radiofrequency radiation that spin-flips the most energetic atoms into untrapped states."
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- **Issue 15 / Issue 4 (stress position + structure):** Replaced "While this transformation substantially enhances operational efficiency, optimizes resource allocation, and reduces production costs, it simultaneously introduces a series of complex and escalating cybersecurity challenges that demand immediate and systematic attention [1]." with "This transformation brings real benefits — enhanced efficiency, optimized resource allocation, reduced costs — but it simultaneously introduces complex and escalating cybersecurity challenges that demand immediate attention [1]." to foreground the main point and move the citation away from the stress position. - **Issue 1 / Issue 5 (acronym front-loading + stress position):** Replaced the sentence beginning "Industrial control systems (ICS), operational technology (OT) networks..." with "As these networks converge, industrial control systems (ICS), operational technology (OT), and information technology (IT) become increasingly interconnected — and a vulnerability in any one domain can cascade into catastrophic failures across the entire production chain [2]." to establish context before introducing acronyms and to keep the key idea at the stress position. - **Issue 13 / Issue 2 / Issue 18 (frame-first + topic position + subject-verb separation):** Replaced the single long sentence beginning "High-profile attacks, such as the targeted intrusions..." with two sentences: "The consequences of inadequate defenses are no longer hypothetical. Targeted intrusions against Ukraine's power grid in 2015 and 2016, the Triton malware attack on industrial safety systems in 2017, and ransomware campaigns across the energy sector have all demonstrated the severity of this threat [3]." to provide the interpretive frame first and eliminate the 40-word interruption between subject and verb.
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- **Issue 15 / Issue 4 (stress position + structure):** Replaced "While this transformation substantially enhances operational efficiency, optimizes resource allocation, and reduces production costs, it simultaneously introduces a series of complex and escalating cybersecurity challenges that demand immediate and systematic attention [1]." with "This transformation brings real benefits — enhanced efficiency, optimized resource allocation, reduced costs — but it simultaneously introduces complex and escalating cybersecurity challenges that demand immediate attention [1]." to foreground the main point and move the citation away from the stress position. - **Issue 1 / Issue 5 (acronym front-loading + stress position):** Replaced the sentence beginning "Industrial control systems (ICS), operational technology (OT) networks..." with "As these networks converge, industrial control systems (ICS), operational technology (OT), and information technology (IT) become increasingly interconnected — and a vulnerability in any one domain can cascade into catastrophic failures across the entire production chain [2]." to establish context before introducing acronyms and to keep the key idea at the stress position. - **Issue 13 / Issue 2 / Issue 18 (frame-first + topic position + subject-verb separation):** Replaced the single long sentence beginning "High-profile attacks, such as the targeted intrusions..." with two sentences: "The consequences of inadequate defenses are no longer hypothetical. Targeted intrusions against Ukraine's power grid in 2015 and 2016, the Triton malware attack on industrial safety systems in 2017, and ransomware campaigns across the energy sector have all demonstrated the severity of this threat [3]." to provide the interpretive frame first and eliminate the 40-word interruption between subject and verb.
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