Humans are more certain when judging that facilitation is not needed than when judging it is¶
Claim · All claims
Evidence · 1 study · associationalr1·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person
Subclaims¶
Reading the evidence codes
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This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? For no-reinforcement judgments, humans are more certain than LLMs, and both humans and LLMs show high uncertainty for negative reinforcement. → Dimitris Tsirmpas 2026
Evidence¶
Dimitris Tsirmpas 2026¶
Dimitris Tsirmpas, Katerina Korre, John Pavlopoulos. (2026). To Facilitate or not to Facilitate: Human and LLM Facilitator Tendencies in Online Discussions. https://arxiv.org/abs/2607.28643 doi:10.48550/arxiv.2607.28643
q2 · i? · associational · r1
Analysis of certainty distributions per facilitation label (Fig. 3) from the same expert survey and LLM survey. The authors report that "for no reinforcement there is a clear difference with humans being more certain that LLMs."
"For negative reinforcement, both humans and LLMs show high uncertainty, while for no reinforcement there is a clear difference with humans being more certain that LLMs."
Discussion¶
Related Claims¶
- Gemini-2.5-Pro can effectively replicate human expert judgments when answering SLM-generated MCQs — related
- Blind expert verification shows no overall preference for human over LLM qualitative coding when sources are judged symmetrically — related
- LLM-as-judge automated evaluation can achieve human-level agreement when carefully validated — a broader claim this one bears on
- Human-LLM agreement remains low across constructs (κ = 0.000 to 0.419), with self-efficacy showing the best alignment and Prior KSAs none — related
- Using AI to evaluate AI outputs was often challenging because AI act as yes people and humans struggled to agree on evaluation rubrics — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
humans-certain-when-not-facilitating |
title |
Humans are more certain when judging that facilitation is not needed than when judging it is |
description |
Humans are more certain when judging that facilitation is not needed than when judging it is |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — dimitris-tsirmpas-2026 |
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