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Calibration

TagLast edit: Apr 2, 2025, 9:53 AM by gustaf

Someone is well-calibrated if the things they predict with X% chance of happening in fact occur X% of the time. Importantly, calibration is not the same as accuracy. Calibration is about accurately assessing how good your predictions are, not making good predictions. Person A, whose predictions are marginally better than chance (60% of them come true when choosing from two options) and who is precisely 60% confident in their choices, is perfectly calibrated. In contrast, Person B, who is 99% confident in their predictions, and right 90% of the time, is more accurate than Person A, but less well-calibrated.

See also: Betting, Epistemic Modesty, Forecasting & Prediction

Being well-calibrated has value for rationalists separately from accuracy. Among other things, being well-calibrated lets you make good bets /​ make good decisions, communicate information helpfully to others if they know you to be well-calibrated (See Group Rationality), and helps prioritize which information is worth acquiring.

Note that all expressions of quantified confidence in beliefs can be well- or poorly- calibrated. For example, calibration applies to whether a person’s 95% confidence intervals captures the true outcome 95% of the time.

List of Calibration Exercises
based on this post. Todo: find more & sort & new post for visibility in search engines?

Exercises that are dead/​unmaintained

List of Prob­a­bil­ity Cal­ibra­tion Exercises

Isaac KingJan 23, 2022, 2:12 AM
74 points
12 comments1 min readLW link

In­for­ma­tion Charts

Rafael HarthNov 13, 2020, 4:12 PM
29 points
6 comments13 min readLW link

Anki with Uncer­tainty: Turn any flash­card deck into a cal­ibra­tion train­ing tool

Sage FutureMar 22, 2023, 5:26 PM
14 points
2 comments1 min readLW link

The Sin of Underconfidence

Eliezer YudkowskyApr 20, 2009, 6:30 AM
106 points
187 comments6 min readLW link

Use Nor­mal Predictions

Jan Christian RefsgaardJan 9, 2022, 3:01 PM
148 points
67 comments6 min readLW link

Cal­ibrate your self-assessments

Scott AlexanderOct 9, 2011, 11:26 PM
102 points
122 comments6 min readLW link

Con­crete benefits of mak­ing predictions

Oct 17, 2024, 2:23 PM
35 points
5 comments6 min readLW link
(fatebook.io)

Cal­ibra­tion Trivia

ScrewtapeAug 4, 2022, 10:31 PM
12 points
9 comments4 min readLW link

I didn’t think I’d take the time to build this cal­ibra­tion train­ing game, but with web­sim it took roughly 30 sec­onds, so here it is!

mako yassAug 2, 2024, 10:35 PM
24 points
2 comments5 min readLW link

In­tro­duc­ing Past­cast­ing: A tool for fore­cast­ing practice

Sage FutureAug 11, 2022, 5:38 PM
95 points
10 comments2 min readLW link2 reviews

Au­mann Agree­ment Game

abramdemskiOct 9, 2015, 5:14 PM
32 points
17 comments1 min readLW link

Take­aways from cal­ibra­tion training

Olli JärviniemiJan 29, 2023, 7:09 PM
43 points
2 comments3 min readLW link1 review

Cal­ibra­tion Test with database of 150,000+ questions

NanashiMar 14, 2015, 11:22 AM
54 points
32 comments1 min readLW link

Sus­pi­ciously bal­anced evidence

gjmFeb 12, 2020, 5:04 PM
50 points
24 comments4 min readLW link

Si­mul­ta­neous Over­con­fi­dence and Underconfidence

abramdemskiJun 3, 2015, 9:04 PM
37 points
6 comments5 min readLW link

What is cal­ibra­tion?

AlexMennenMar 13, 2023, 6:30 AM
27 points
1 comment4 min readLW link

Ham­mer­time Day 9: Time Calibration

alkjashFeb 7, 2018, 1:40 AM
16 points
11 comments2 min readLW link
(radimentary.wordpress.com)

Qual­i­ta­tively Confused

Eliezer YudkowskyMar 14, 2008, 5:01 PM
63 points
85 comments4 min readLW link

Cre­dence Cal­ibra­tion Ice­breaker Game

RubyAug 14, 2014, 9:01 PM
42 points
1 comment2 min readLW link

The Bayesian Tyrant

abramdemskiAug 20, 2020, 12:08 AM
143 points
21 comments6 min readLW link1 review

Cam­bridge Pre­dic­tion Game

NoSignalNoNoiseJan 25, 2020, 3:57 AM
13 points
3 comments2 min readLW link

Giv­ing cal­ibrated time es­ti­mates can have so­cial costs

Alex_AltairApr 3, 2022, 9:23 PM
99 points
16 comments5 min readLW link

Paper: Teach­ing GPT3 to ex­press un­cer­tainty in words

Owain_EvansMay 31, 2022, 1:27 PM
97 points
7 comments4 min readLW link

Paper: Fore­cast­ing world events with neu­ral nets

Jul 1, 2022, 7:40 PM
39 points
3 comments4 min readLW link

An­throp­i­cally Blind: the an­thropic shadow is re­flec­tively inconsistent

Christopher KingJun 29, 2023, 2:36 AM
43 points
40 comments10 min readLW link

In­tro­duc­ing Fate­book: the fastest way to make and track predictions

Jul 11, 2023, 3:28 PM
131 points
41 comments1 min readLW link2 reviews
(fatebook.io)

A Sub­tle Selec­tion Effect in Over­con­fi­dence Studies

Kevin DorstJul 3, 2023, 2:43 PM
24 points
0 comments6 min readLW link
(kevindorst.substack.com)

Over­con­fi­dent Pessimism

lukeprogNov 24, 2012, 12:47 AM
37 points
38 comments4 min readLW link

RFC on an open prob­lem: how to de­ter­mine prob­a­bil­ities in the face of so­cial distortion

ialdabaothOct 7, 2017, 10:04 PM
6 points
3 comments2 min readLW link

Illu­sion of Trans­parency: Why No One Un­der­stands You

Eliezer YudkowskyOct 20, 2007, 11:49 PM
176 points
52 comments3 min readLW link

How to reach 80% of your goals. Ex­actly 80%.

Bart BussmannOct 10, 2020, 5:33 PM
36 points
11 comments1 min readLW link

Test Your Cal­ibra­tion!

alyssavanceNov 11, 2009, 10:03 PM
25 points
33 comments2 min readLW link

ChatGPT challenges the case for hu­man irrationality

Kevin DorstAug 22, 2023, 12:46 PM
3 points
10 comments7 min readLW link
(kevindorst.substack.com)

[Question] What are good ML/​AI re­lated pre­dic­tion /​ cal­ibra­tion ques­tions for 2019?

james_tJan 4, 2019, 2:40 AM
19 points
4 comments2 min readLW link

[Question] Is there a.. more ex­act.. way of scor­ing a pre­dic­tor’s cal­ibra­tion?

mako yassJan 16, 2019, 8:19 AM
22 points
6 comments1 min readLW link

Pre­dic­tion and Cal­ibra­tion—Part 1

Jan Christian RefsgaardMay 8, 2021, 7:48 PM
6 points
10 comments4 min readLW link
(www.badprior.com)

So­cial Calibration

SimulatedCrowMay 20, 2021, 11:22 PM
3 points
4 comments4 min readLW link

Be­hav­ior Clon­ing is Miscalibrated

leogaoDec 5, 2021, 1:36 AM
78 points
3 comments3 min readLW link

How the Equiv­a­lent Bet Test Ac­tu­ally Works

Erich_GrunewaldDec 18, 2021, 11:17 AM
4 points
1 comment4 min readLW link
(www.erichgrunewald.com)

Pick­ing favourites is hard

dkl9Dec 4, 2024, 8:46 PM
11 points
3 comments1 min readLW link
(dkl9.net)

Cli­mate-con­tin­gent Fi­nance, and A Gen­er­al­ized Mechanism for X-Risk Re­duc­tion Financing

John NaySep 26, 2022, 1:23 PM
0 points
2 comments1 min readLW link

Cal­ibrate—New Chrome Ex­ten­sion for hid­ing num­bers so you can guess

chanamessingerOct 7, 2022, 11:21 AM
59 points
16 comments1 min readLW link
(chrome.google.com)

Fair Col­lec­tive Effi­cient Altruism

Jobst HeitzigNov 25, 2022, 9:38 AM
2 points
1 comment5 min readLW link

Ou­trangeous (Cal­ibra­tion Game)

jennMar 7, 2023, 3:29 PM
36 points
3 comments9 min readLW link

Break­ing Rank (Cal­ibra­tion Game)

jennMar 7, 2023, 3:40 PM
11 points
0 comments2 min readLW link

Quan­tified In­tu­itions: An epistemics train­ing web­site in­clud­ing a new EA-themed cal­ibra­tion app

Sep 20, 2022, 10:25 PM
28 points
2 comments2 min readLW link

[Question] Are (Mo­tor)sports like F1 a good thing to cal­ibrate es­ti­mates against?

CstineSublimeMar 24, 2024, 9:07 AM
4 points
2 comments1 min readLW link

[Question] How to best mea­sure if and to what de­gree you’re too pes­simistic or too op­ti­mistic?

CstineSublimeMar 31, 2024, 12:57 AM
4 points
3 comments1 min readLW link

[Question] Cal­ibra­tion train­ing for ‘per­centile rank­ings’?

david reinsteinSep 14, 2024, 9:51 PM
3 points
0 comments2 min readLW link

[Question] Has Some­one Checked The Cold-Water-In-Left-Ear Thing?

MaloewDec 28, 2024, 8:15 PM
11 points
0 comments1 min readLW link

Mar­kets Are In­for­ma­tion—Beat­ing the Sports­books at Their Own Game

JJXWNov 7, 2024, 8:58 PM
9 points
1 comment2 min readLW link
(thehobbyist.substack.com)

Why I’m Pour­ing Cold Water in My Left Ear, and You Should Too

MaloewJan 24, 2025, 11:13 PM
12 points
0 comments2 min readLW link

A Mo­tor­cy­cle (and Cal­ibra­tion?) Accident

bogglerMar 18, 2018, 10:21 PM
25 points
11 comments2 min readLW link

Bayes-Up: An App for Shar­ing Bayesian-MCQ

Louis FauconFeb 6, 2020, 7:01 PM
53 points
9 comments1 min readLW link

We Change Our Minds Less Often Than We Think

Eliezer YudkowskyOct 3, 2007, 6:14 PM
111 points
120 comments1 min readLW link

Plac­ing Your­self as an In­stance of a Class

abramdemskiOct 3, 2017, 7:10 PM
36 points
5 comments3 min readLW link

Lawful Uncertainty

Eliezer YudkowskyNov 10, 2008, 9:06 PM
134 points
57 comments4 min readLW link

Kurzweil’s pre­dic­tions: good ac­cu­racy, poor self-calibration

Stuart_ArmstrongJul 11, 2012, 9:55 AM
50 points
39 comments9 min readLW link

Hor­rible LHC Inconsistency

Eliezer YudkowskySep 22, 2008, 3:12 AM
34 points
33 comments1 min readLW link

Rais­ing the fore­cast­ing wa­ter­line (part 1)

MorendilOct 9, 2012, 3:49 PM
51 points
107 comments6 min readLW link

Pre­dic­tion Con­test 2018

jbeshirApr 30, 2018, 6:26 PM
9 points
4 comments3 min readLW link

Pre­dic­tion Con­test 2018: Scores and Retrospective

jbeshirJan 27, 2019, 5:20 PM
28 points
5 comments1 min readLW link

Pro­posal: Tune LLMs to Use Cal­ibrated Language

OneManyNoneJun 7, 2023, 9:05 PM
9 points
0 comments5 min readLW link

Say It Loud

Eliezer YudkowskySep 19, 2008, 5:34 PM
61 points
20 comments2 min readLW link

Ad­vanc­ing Certainty

komponistoJan 18, 2010, 9:51 AM
44 points
110 comments4 min readLW link

The Case for Over­con­fi­dence is Overstated

Kevin DorstJun 28, 2023, 5:21 PM
50 points
13 comments8 min readLW link
(kevindorst.substack.com)

Cal­ibra­tion for con­tin­u­ous quantities

CyanNov 21, 2009, 4:53 AM
30 points
13 comments3 min readLW link