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Date: Tue, 24 Feb 2026 23:29:00 +0000
From: Josafat P <notifications@outliercommunity.discoursemail.com>
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## Hello, team! :smile:

We would like to share some feedback, please **click on each project to s=
ee the details**.

[details=3D"082025-video-quality-compare"]
:x: **Issues**
* Annotators incorrectly chose a reconstruction with more distortion (suc=
h as unclear people, trees, and signs) over a less distorted option.
* Annotators incorrectly selected an inferior reconstruction when the alt=
ernative maintained better quality throughout the entirety of the video a=
nd was unarguably closer to the original.
* Annotators incorrectly chose a distorted reconstruction that cut off pa=
rt of a person's head instead of the option that was closer to the origin=
al.
* Annotators incorrectly marked a tie despite one reconstruction having n=
oticeably worse visual quality while the alternative maintained better qu=
ality throughout.

:white_check_mark: **Recommendations**
* A good practice is to pause the video at certain frames to directly com=
pare the options against each other and against the original (A-B, A-O, B=
-O).
* You should look closely for any glaring differences, distortions, or mi=
ssing details between the original video and the reconstructions.
* The goal is to correctly identify and select the option that retains mo=
re detail and is closer to the original, acknowledging that neither recon=
struction may be a perfect recreation.

[/details]

[details=3D"260126-ud-perception-captions"]
:x: **Issues**
* Annotators hallucinated details for barely readable images, appearing t=
o use AI generation which added unnecessary verbiage.
* Annotators omitted information about the setting (like the street and s=
ky), included unverifiable details (such as exact clothing colors), and m=
isidentified objects (identifying a streetcar stop as a bus stop despite =
visible tracks and wires).

:white_check_mark: **Recommendations**
* Avoid using AI tools to generate captions.
* You should ensure that the details in the image are verifiable; if text=
 within the image is unreadable, you should clearly note it rather than g=
uessing or inventing details.
* A good practice is to describe the overall setting comprehensively with=
out inventing details for objects that are unclear.
* You should look for surrounding contextual elements, like tracks or wir=
es, to accurately identify objects in the image.

[/details]

---
# Evals Projects (h2h)
## :warning: Main Rule for ALL Evaluations

Annotators should **PRIORITIZE instruction following** and **realism/natu=
ralness** above all other qualities when deciding which media is better.

:memo: For example:

> If Media A appears to be higher quality but does **not** follow instruc=
tions as good as Media B, then **Media B should be selected**.
>
>
>
> Resolution alone should not outweigh instruction following unless it is=
 **explicitly requested in the prompt**.

Outputs that look obviously **AI-generated** or **unnatural** should not =
be preferred. Common issues to watch for include:

* Overly smooth or artificial textures
* Unrealistic lighting or proportions
* A =E2=80=9Crendered=E2=80=9D or synthetic appearance

:prohibited: An AI-generated look does **not** equal better quality.
:prohibited: A visually appealing image does **not** automatically mean i=
t is better quality.

---
## :bookmark: [Full document with clear examples and images (Feb 24)](htt=
ps://app.outlier.ai/en/expert/guidelines/68dd6e9b668d6876a63ab1d4?compone=
ntId=3D699e17097370182c64986911&type=3Dattachment) :backhand_index_pointi=
ng_left:

---

> You should focus on technical precision and **creative** execution acro=
ss several key project areas.
> :light_bulb: We encourage you to implement the creative tips posted pre=
viously [here](https://community.outlier.ai/t/creativity-tips/2858014).

---

As a reminder of the grading scale:

* :-1: =E2=80=9C**Major Issues**=E2=80=9D feedback means the task contain=
s major errors or misalignment.
* :information_source: =E2=80=9C**Some Issues**=E2=80=9D feedback means t=
he task contains minor omissions/errors.
* :+1: =E2=80=9C**Meeting Expectations**=E2=80=9D feedback means the task=
 meets all requirements (common and expected).
* :star: "**Exceptional Work**=E2=80=9D feedback means you are doing grea=
t! Your task can be used as a stellar example and exceeds expectations (t=
his is rare).





---
[Visit Topic](https://community.outlier.ai/t/aether-feedback-and-common-e=
rrors-report-february-24/2871758/1) or reply to this email to respond.

To unsubscribe from these emails, [click here](https://community.outlier.=
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        <img src=3D"https://sea3.discourse-cdn.com/outliercommunity/user_=
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      </td>
      <td>
          <a rel=3D"nofollow" class=3D"username username-link" href=3D"ht=
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or:#006699;font-size:13px;font-family:'lucida grande',tahoma,verdana,aria=
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        <span class=3D"notification-date" style=3D"text-align:right;color=
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      </td>
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  </tbody></table>
  <div class=3D"body" style=3D"padding-top:5px" dm=3D"body"><h2><a name=3D=
"p-8304240-hello-team-smile-1" class=3D"anchor" href=3D"https://community=
.outlier.ai#p-8304240-hello-team-smile-1" aria-label=3D"Heading link" sty=
le=3D"text-decoration:none;font-weight:bold;color:#006699"></a>Hello, tea=
m! <img src=3D"https://emoji.discourse-cdn.com/twitter/smile.png?v=3D15" =
title=3D":smile:" class=3D"emoji" alt=3D":smile:" loading=3D"lazy" width=3D=
"20" height=3D"20"></h2>
<p style=3D"margin-top:0;border:0">We would like to share some feedback, =
please <strong>click on each project to see the details</strong>.</p>

082025-video-quality-compare <a href=3D"https://community.outlier.ai/t/ae=
ther-feedback-and-common-errors-report-february-24/2871758/1" style=3D"te=
xt-decoration:none;font-weight:bold;color:#006699">(click for more detail=
s)</a>

260126-ud-perception-captions <a href=3D"https://community.outlier.ai/t/a=
ether-feedback-and-common-errors-report-february-24/2871758/1" style=3D"t=
ext-decoration:none;font-weight:bold;color:#006699">(click for more detai=
ls)</a>
<hr style=3D"background-color:#ddd;height:1px;border:1px">
<h1><a name=3D"p-8304240-evals-projects-h2h-2" class=3D"anchor" href=3D"h=
ttps://community.outlier.ai#p-8304240-evals-projects-h2h-2" aria-label=3D=
"Heading link" style=3D"text-decoration:none;font-weight:bold;color:#0066=
99"></a>Evals Projects (h2h)</h1>
<h2><a name=3D"p-8304240-warning-main-rule-for-all-evaluations-3" class=3D=
"anchor" href=3D"https://community.outlier.ai#p-8304240-warning-main-rule=
-for-all-evaluations-3" aria-label=3D"Heading link" style=3D"text-decorat=
ion:none;font-weight:bold;color:#006699"></a><img src=3D"https://emoji.di=
scourse-cdn.com/twitter/warning.png?v=3D15" title=3D":warning:" class=3D"=
emoji" alt=3D":warning:" loading=3D"lazy" width=3D"20" height=3D"20"> Mai=
n Rule for ALL Evaluations</h2>
<p style=3D"margin-top:0;border:0">Annotators should <strong>PRIORITIZE i=
nstruction following</strong> and <strong>realism/naturalness</strong> ab=
ove all other qualities when deciding which media is better.</p>
<p style=3D"margin-top:0;border:0"><img src=3D"https://emoji.discourse-cd=
n.com/twitter/memo.png?v=3D15" title=3D":memo:" class=3D"emoji" alt=3D":m=
emo:" loading=3D"lazy" width=3D"20" height=3D"20"> For example:</p>
<blockquote style=3D"border-left:5px solid #e9e9e9;background-color:#f8f8=
f8;margin-left:0;padding:12px">
<p style=3D"padding:0;margin-top:0;border:0">If Media A appears to be hig=
her quality but does <strong>not</strong> follow instructions as good as =
Media B, then <strong>Media B should be selected</strong>.</p>
<p style=3D"padding:0;margin-bottom:0;margin-top:0;border:0">Resolution a=
lone should not outweigh instruction following unless it is <strong>expli=
citly requested in the prompt</strong>.</p>
</blockquote>
<p style=3D"margin-top:0;border:0">Outputs that look obviously <strong>AI=
-generated</strong> or <strong>unnatural</strong> should not be preferred=
. Common issues to watch for include:</p>
<ul style=3D"margin:0 0 0 10px;padding:0 0 0 20px">
<li style=3D"padding-bottom:10px">Overly smooth or artificial textures</l=
i>
<li style=3D"padding-bottom:10px">Unrealistic lighting or proportions</li=
>
<li style=3D"padding-bottom:10px">A =E2=80=9Crendered=E2=80=9D or synthet=
ic appearance</li>
</ul>
<p style=3D"margin-top:0;border:0"><img src=3D"https://emoji.discourse-cd=
n.com/twitter/prohibited.png?v=3D15" title=3D":prohibited:" class=3D"emoj=
i" alt=3D":prohibited:" loading=3D"lazy" width=3D"20" height=3D"20"> An A=
I-generated look does <strong>not</strong> equal better quality.<br>
<img src=3D"https://emoji.discourse-cdn.com/twitter/prohibited.png?v=3D15=
" title=3D":prohibited:" class=3D"emoji" alt=3D":prohibited:" loading=3D"=
lazy" width=3D"20" height=3D"20"> A visually appealing image does <strong=
>not</strong> automatically mean it is better quality.</p>
<hr style=3D"background-color:#ddd;height:1px;border:1px">
<h2><a name=3D"p-8304240-bookmark-full-document-with-clear-examples-and-i=
mages-feb-24httpsappoutlieraienexpertguidelines68dd6e9b668d6876a63ab1d4co=
mponentid699e17097370182c64986911typeattachment-backhand_index_pointing_l=
eft-4" class=3D"anchor" href=3D"https://community.outlier.ai#p-8304240-bo=
okmark-full-document-with-clear-examples-and-images-feb-24httpsappoutlier=
aienexpertguidelines68dd6e9b668d6876a63ab1d4componentid699e17097370182c64=
986911typeattachment-backhand_index_pointing_left-4" aria-label=3D"Headin=
g link" style=3D"text-decoration:none;font-weight:bold;color:#006699"></a=
><img src=3D"https://emoji.discourse-cdn.com/twitter/bookmark.png?v=3D15"=
 title=3D":bookmark:" class=3D"emoji" alt=3D":bookmark:" loading=3D"lazy"=
 width=3D"20" height=3D"20"> <a href=3D"https://app.outlier.ai/en/expert/=
guidelines/68dd6e9b668d6876a63ab1d4?componentId=3D699e17097370182c6498691=
1&amp;type=3Dattachment" style=3D"text-decoration:none;font-weight:bold;c=
olor:#006699">Full document with clear examples and images (Feb 24)</a> <=
img src=3D"https://emoji.discourse-cdn.com/twitter/backhand_index_pointin=
g_left.png?v=3D15" title=3D":backhand_index_pointing_left:" class=3D"emoj=
i" alt=3D":backhand_index_pointing_left:" loading=3D"lazy" width=3D"20" h=
eight=3D"20"></h2>
<hr style=3D"background-color:#ddd;height:1px;border:1px">
<blockquote style=3D"border-left:5px solid #e9e9e9;background-color:#f8f8=
f8;margin-left:0;padding:12px">
<p style=3D"padding:0;margin-bottom:0;margin-top:0;border:0">You should f=
ocus on technical precision and <strong>creative</strong> execution acros=
s several key project areas.<br>
<img src=3D"https://emoji.discourse-cdn.com/twitter/light_bulb.png?v=3D15=
" title=3D":light_bulb:" class=3D"emoji" alt=3D":light_bulb:" loading=3D"=
lazy" width=3D"20" height=3D"20"> We encourage you to implement the creat=
ive tips posted previously <a href=3D"https://community.outlier.ai/t/crea=
tivity-tips/2858014" style=3D"text-decoration:none;font-weight:bold;color=
:#006699">here</a>.</p>
</blockquote>
<hr style=3D"background-color:#ddd;height:1px;border:1px">
<p style=3D"margin-top:0;border:0">As a reminder of the grading scale:</p=
>
<ul style=3D"margin:0 0 0 10px;padding:0 0 0 20px">
<li style=3D"padding-bottom:10px"><img src=3D"https://emoji.discourse-cdn=
.com/twitter/-1.png?v=3D15" title=3D":-1:" class=3D"emoji" alt=3D":-1:" l=
oading=3D"lazy" width=3D"20" height=3D"20"> =E2=80=9C<strong>Major Issues=
</strong>=E2=80=9D feedback means the task contains major errors or misal=
ignment.</li>
<li style=3D"padding-bottom:10px"><img src=3D"https://emoji.discourse-cdn=
.com/twitter/information_source.png?v=3D15" title=3D":information_source:=
" class=3D"emoji" alt=3D":information_source:" loading=3D"lazy" width=3D"=
20" height=3D"20"> =E2=80=9C<strong>Some Issues</strong>=E2=80=9D feedbac=
k means the task contains minor omissions/errors.</li>
<li style=3D"padding-bottom:10px"><img src=3D"https://emoji.discourse-cdn=
.com/twitter/+1.png?v=3D15" title=3D":+1:" class=3D"emoji" alt=3D":+1:" l=
oading=3D"lazy" width=3D"20" height=3D"20"> =E2=80=9C<strong>Meeting Expe=
ctations</strong>=E2=80=9D feedback means the task meets all requirements=
 (common and expected).</li>
<li style=3D"padding-bottom:10px"><img src=3D"https://emoji.discourse-cdn=
.com/twitter/star.png?v=3D15" title=3D":star:" class=3D"emoji" alt=3D":st=
ar:" loading=3D"lazy" width=3D"20" height=3D"20"> "<strong>Exceptional Wo=
rk</strong>=E2=80=9D feedback means you are doing great! Your task can be=
 used as a stellar example and exceeds expectations (this is rare).</li>
</ul></div>
</div>






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