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[MIT] RLCR: Teaching AI models to say "I'm not sure"

BACKGROUND
2 SIGNALSFIRST DETECTED 14 May 2026
Narrative synthesis pending — 2 signals collected.
How the story developed
28 Sept
Should AI assistants show how uncertain they are?
OPINION · HOW · ArtificialInteligence
14 May
7.0
Other feeds and industry voices
18 May
The most important AI failure may be false confidence, not wrong answers

<!-- SC_OFF --><div class="md"><p>A wrong answer in a chatbot is frustrating.</p> <p>A wrong action from an AI system is different.</p> <p>The dangerous part is not just that it

OPINION · WHAT · ArtificialInteligenceOPEN STORY
20 Apr
Confidently incorrect. Things AI never says, but should.

<!-- SC_OFF --><div class="md"><p>I grew up around people who were confidently incorrect, so when someone provides answers that are provably false without equivocating, it causes

OPINION · WHO · ArtificialInteligenceOPEN STORY
22 Apr
Teaching AI models to say “I’m not sure”

A new training method improves the reliability of AI confidence estimates without sacrificing performance, addressing a root cause of hallucination in reasoning models.

REPORT · HOW · MIT News — AIOPEN STORY
21 Apr
New LLM Position Bias Benchmark: does an LLM keep the same judgment when you swap the answer order? Judge models compare two lightly edited versions of the same story twice, with the order swapped. The median model flips in 45% of decisive case pairs. GPT-5.4 is worst at 66%.

<table> <tr><td> <a href="https://www.reddit.com/r/singularity/comments/1srx4i1/new_llm_position_bias_benchmark_does_an_llm_keep/"> <img alt="New LLM Position Bias Benchmark: does

OPINION · WHEN · singularityOPEN STORY
12 May
How is the tech community addressing the use of public/open-source data by large corporate models without an explicit "opt-in" or compensation model?

<!-- SC_OFF --><div class="md"><p>I am trying to understand the current consensus and legal landscape regarding how public data and developer contributions are being utilized by

OPINION · HOW · ChatGPTOPEN STORY
10 May
Why is detecting AI-generated images so hard on real-world scenarios? And what seems to work with good generalization between models?

<!-- SC_OFF --><div class="md"><p>I've been working on creating an AI-generated image detector and everything so called &quot;state-of-the-art&quot; in academic studies failed

OPINION · WHEN · ArtificialInteligenceOPEN STORY
11 May
Why I dislike reasoning models

<!-- SC_OFF --><div class="md"><p>First, the models are strictly censored during the reasoning process. I remember seeing a document when OpenAI released a new model (I don't

OPINION · WHERE · singularityOPEN STORY
22 Apr
We’re one step away from image models that are indistinguishable from reality. What happens when we get there?

<!-- SC_OFF --><div class="md"><p>AI images used to have tells. Broken text, messed up hands, faces that couldn’t survive a single edit.</p> <p>That’s basicaly gone now. So what

OPINION · WHEN · ArtificialInteligenceOPEN STORY
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