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My evaluation lecture! I walk you through different evaluation eras I've been a part of, from prompting GPT-3 as elaborate autocomplete to today's complex agentic sandboxes (I expand on agentic more than any other topic, drawing on Florian Brand's insights). This lecture is a birds eye view of how...

39,123 görüntüleme • 1 ay önce •via X (Twitter)

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one thing that has saved my projects more time than I can count is evals boy was I excited when florian, quite literally an expert in benchmarks, agreed to hop into a ~2h interview to do a walkthrough of what the eval landscape looks like in 2026 (and also answer my personal business questions on the subject) given that now running frontier model through benchmarks is a vector for hacking other systems in order to avoid doing work (looking at you sol), I think it's more important than ever to educate folks on the evals situation. had a lot of fun throughout this session and I hope that you learn a thing or two! enjoy! 🌹 table of content: 0:00:00: are AI Benchmark broken? 0:05:45: Florian Brand background 0:09:00: what motivates florian to work on evaluation? 0:13:33: what is the mirrorcode benchmark about? 0:18:20: cheating in agent benchmark is insaneeeee 0:24:08: LLM benchmarks in era of agents 0:26:30: what’s up with the pelican man 0:28:27: evals are about capabilities 0:31:46: components of running evals 0:35:30: the volume of things to audit is huge!!! 0:40:20: expert answers are wrong hahahaha 0:46:00: api providers aren’t the same 0:48:00: benchmark narrow capabilities (synthetically) 0:50:56: link between eval and environment 0:53:45: small validated benchmark or massive bench? 0:56:11: what is your flow to review a benchmark? 0:58:30: tracking work capabilities with evaluation 1:00:20: slide deck in industry is all vibecoded 1:03:30: harness impact in the evaluation 1:07:39: hardware/sandboxes impact evaluation too! 1:11:00: “is it going to get worse?” 1:12:40: all components influence the final score 1:13:50: training models on different harnesses? 1:17:20: is the model just the weights or it’s all of it? 1:19:30: how to craft benchmark that prevent to cheating and undereliciting models in 2026 1:23:19: ways agents cheat and steal 1:26:00: correct elicitation of capabilities is important 1:36:00: building evaluation on prime intellect 1:45:10: how do you design interactivity benchmarks? 1:48:40: do you think evals are well set to reflect real world performance? 1:52:50: what will the benchmarking landscape will look like in 1 year

Yacine Mahdid

12,923 görüntüleme • 1 ay önce

Jongin talking about Kyungsoo during his live with Na PD Na: after u discharged who did u met? 🐻: other than my members, I dont met anyone Na: did u met Kyungsoo? 🐻: ofc I met him, we hv a meal tgt recently Na: then did Kyungsoo said smth (abt ur cb)? 🐻: the funny things about kyungsoo hyung is he watched my contents Na: really? He looks like he walks around as if he doesn't care abt the world 🐻: I also surprised! He's really looking after my contents. And the next thing is he's always give an evaluation Na: 🤣🤣🤣 really? 🐻: yes! I never asked for an evaluation Na: oh I never saw that kind of side of Kyungsoo tho.. then what kind of evaluation did he gave? Then did he gave an evaluation abt that (Wait on Me) MV too? 🐻: no, not yet bc it's just released ytd, he hasn't gave any evaluation. But he gave an evaluation abt Adult Swim Na: oh adult swim? 🐻: yes, he suddenly video called me, I was thought "oh I think D.O. hyung is bored" Na: 🤣🤣🤣🤣 oh he can be bored ofc 🐻: so he called me within this angle (put his phone under his face) usually people would put his phone in front of their face right? But he did that so I could see his chin. So at first I was like "what is this? Hyung, why?". So he asked me "how u've been doing?" So I said "I'm fine while doing my scheds" then he said "I saw that!" Na: he said he watched yours (mv) 🐻: yes. So I asked "really? How is it?" Then he said "oh, it's good tho? U dance well!". But he also ever gave me a cold evaluation before Na: what's the song that he gave u a cold evaluation? 🐻: I didnt rmb the exact song, but he saw one of the song and said "jongin-ah u need to show ur dance more here" Na: 🤣😂🤣😂 like he even dance 🐻: he doesn't even dance on his own mv😆 Na: when he's only sing (on his mv) 🐻: he just hold an antenna during Blossom but when he saw my MV he said "u need to show ur dance more" but that's a sharp point Na: but that's about hving colleagues, right? He knows what his colleagues are good at 🐻: but I like it when D.O. hyung is giving me an evaluation. Bc he said the right thing. Yes, he said the right thing and I can feel it as well. Even tho it's better if he gave more detail like how should I dance. But he only said "I need to show my dance more" so I asked "then hyung how should I dance?" Na: *jokingly imitates the phone call got off* 🐻: I supposed to get more feedback, right? But theres no much feedback Na: so he asked u to dance with ur own feeling? 🐻: but when he saw Adult Swim he said "it's good" so I had that pleasure like- I was got recognized by this person🤣 that's bc he always gave an evaluation on every album like he's an album critic Na: I think you become a bit tame 🐻: yes I think so Na: oh it's fun to rcvd a sharp evaluation fr a colleagues, and Kyungsoo gave a good evaluation for Adult Swim

(slow) 귀여운 복쯍아🍑

114,712 görüntüleme • 1 yıl önce

[#SDF] 〈1:1 시그니처 안무 대중 평가〉 안내 지금부터 〈1:1 시그니처 안무 대중 평가〉가 시작됩니다. 유튜브 The CHOOM 채널에서 각 안무가들의 뉴 시그니처 안무를 평가해주세요 📍투표 기간 ~ 5/21(목) 8:00 AM (KST) 📍투표 방법 ① 유튜브 The CHOOM 채널에서 ‘뉴 시그니처 안무 평가 영상’ 시청하기 ② 뉴 시그니처 안무가 오리지널 안무보다 더 뛰어나다면 ‘뉴 시그니처 안무 평가 영상‘에 '좋아요' 누르기 📍유의사항 • 평가 점수는 유튜브 The CHOOM 채널에 게시된 평가 영상의 '좋아요' 수로 산정됩니다. • ‘오리지널 시그니처 안무 영상’은 평가 영상이 아닙니다. ‘뉴 시그니처 안무 평가’를 위한 참고 영상입니다. 안무가들의 디렉 전쟁 〈스트릿 월드 파이터 : 디렉터스 워〉 2026.08 COMING SOON _ 〈1:1 Signature Move Public Evaluation〉 Announcement 〈1:1 Signature Move Public Evaluation〉 begins NOW. Please evaluate each choreographer's new signature move on YouTube channel The CHOOM. 📍Voting Period ~ May 21 (Thur) 8:00 AM (KST) 📍How to Vote ① Watch 'The New Signature Move Evaluation Video' on YouTube Channel 'The CHOOM’. ② If the new signature move stands out more than the original move, please 'Like' 'The New Signature Move Evaluation Video'. 📍Notes • Evaluation Scores will be calculated based on the number of 'Likes' on the evaluation videos posted on YouTube channel The CHOOM. • 'The Original Signature Move Video' is NOT an evaluation video. It is a reference video for 'The New Signature Move Evaluation'. Choreographers’ Directing Battle 〈STREET WORLD FIGHTER : Directors' War〉 2026.08 COMING SOON #스트릿월드파이터_디렉터스워 #스디파 #엠넷 #댄스 #StreetWorldFighter_DirectorsWar #Mnet #Dance

Mnet

61,656 görüntüleme • 3 ay önce