Recorded run · Research · 2026-09-15
A reviewer said our related work reads like a list rather than an analysis. I have two openings — which one?
Two candidate answers were submitted. Decider picked one and reported how close the call was. The reasoning below is the run's own output, published verbatim.
Work on this problem has moved through three stages: retrieval, prompting, and fine-tuning. Each stage solved something the previous one could not.
Prior work approaches this problem from several angles — retrieving evidence, prompting a model to reason, fine-tuning on task data — but the approaches are rarely compared on the same task.
The reviewer's complaint is not about coverage but about the absence of an organizing argument. Option A directly answers that need by framing prior work as a developmental narrative—retrieval, prompting, and fine-tuning as successive stages, each solving a limitation of the previous one. That causal progression gives every citation a functional role (motivation, limitation, solution), explains how approaches relate to and supersede one another, and makes the section analytical rather than enumerative. It also works regardless of whether the paper contributes a new method or an evaluation. Option B is more polished than a plain list and rightly identifies a gap—that approaches are rarely compared on the same task—but its first move still frames prior work as a flat taxonomy of 'several angles,' and its analytical payoff depends on a single evaluation-gap claim that only fits a head-to-head comparison paper; otherwise it misdirects and risks reverting to bucket-by-bucket listing. The gap in B is valuable and could be integrated later, but as an opening thesis A better converts related work from a list into an analysis.
How to read this
The confidence value is calibrated against outcomes, not a vibe: on JudgeBench, judgements Decider rates 90%+ were correct 99.6% of the time, and the 80–90% band 94.0%. The lowest band flags near-ties where either choice is defensible — an answer, not a failure. Full tables: the product page.
This page is a recorded run published as a worked example. It is not a live call, and nothing here is charged. Raw judgements behind our numbers are published at api.turingcorp.net.
Try your own two options All Research examples
Prefer the other side? Option B is right there above — the point of a calibrated reading is that you can tell a decisive call from a coin flip.