---
title: "What Do Models Still Suck At? - Peter Gostev, Arena.ai, BullshitBench"
source_name: "AI Engineer"
original_url: "https://www.youtube.com/watch?v=R7A8rX-09Zw"
canonical_url: "https://www.traeai.com/articles/bdc6b36b-2028-49d3-b8a6-97d565d44e52"
content_type: "video"
language: "英文"
score: 7
tags: ["AI","机器学习","模型评估"]
published_at: "2026-04-24T14:30:06+00:00"
created_at: "2026-04-25T23:17:40.627241+00:00"
---

# What Do Models Still Suck At? - Peter Gostev, Arena.ai, BullshitBench

Canonical URL: https://www.traeai.com/articles/bdc6b36b-2028-49d3-b8a6-97d565d44e52
Original source: https://www.youtube.com/watch?v=R7A8rX-09Zw

## Summary

Peter Gostev 探讨当前 AI 模型的局限性，特别是通过 BullshitBench 测试揭示的问题。

## Key Takeaways

- AI 模型在处理复杂逻辑和常识推理时仍存在显著缺陷。
- BullshitBench 是一种新的评估工具，用于检测模型生成内容的可信度。
- 模型优化需关注数据质量和训练目标的明确性。

## Content

Title: What Do Models Still Suck At? - Peter Gostev, Arena.ai, BullshitBench

URL Source: http://www.youtube.com/watch?v=R7A8rX-09Zw

Markdown Content:
# What Do Models Still Suck At? - Peter Gostev, Arena.ai, BullshitBench - YouTube

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## What Do Models Still Suck At? - Peter Gostev, Arena.ai, BullshitBench

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# What Do Models Still Suck At? - Peter Gostev, Arena.ai, BullshitBench

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696 views 1 day ago

 696 views • Premiered Apr 24, 2026 

What type of real world model responses do users still hate? We get to see millions of user's prompts - and we let u…...more 

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[![Image 8](http://www.youtube.com/watch?v=R7A8rX-09Zw) ### AI Engineer 420K subscribers](http://www.youtube.com/@aiDotEngineer)

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# What Do Models Still Suck At? - Peter Gostev, Arena.ai, BullshitBench

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## 2 Comments

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### [@TechnologiczneGetto](http://www.youtube.com/@TechnologiczneGetto)

[2 hours ago](http://www.youtube.com/watch?v=R7A8rX-09Zw&lc=UgxrYpzXK8NzPgZ0B4N4AaABAg)

Thinking about bullshit do disaster hmm That's good learn for whole life.

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### [@YusufSertkaya-o7v](http://www.youtube.com/@YusufSertkaya-o7v)

[1 day ago](http://www.youtube.com/watch?v=R7A8rX-09Zw&lc=UgxUVtknwjkjz4mwhhB4AaABAg)

best benchmark :)

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## In this video

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## Description

What Do Models Still Suck At? - Peter Gostev, Arena.ai, BullshitBench

What type of real world model responses do users still hate? We get to see millions of user's prompts - and we let users 'dislike both' on the Arena. We'll show you trends and examples of the tasks that LLMs still suck at despite the relentless hillclimbing. Speaker info: 
*   [https://x.com/petergostev](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbGRiTE9HNWp2ZjFadXJIbjFoTXBQbFc2VTJSUXxBQ3Jtc0tra2lqQW10RFZoTHZWR3M1c2ZJTFZsdmZDVzg5QWVYU3lxVWVGOE8waWhuZHBINWxxUnNwdHNGTUZ1MzhBNTE4aG0zS1VCbFZDQmp1OUlSTEZJTWR6N0NDUDEwZUtOVUJkSk5zZC10dEliajhtd2JWVQ&q=https%3A%2F%2Fx.com%2Fpetergostev&v=R7A8rX-09Zw)
*   [![Image 12](http://www.youtube.com/watch?v=R7A8rX-09Zw)/peter-gostev](https://www.youtube.com/redirect?event=video_description&redir_token=QUFFLUhqbEJRNnExOW1jYlJjWjJpZVZZWDltZVpwelprZ3xBQ3Jtc0tseGgzaXVpTXhmMmFUWVNfWnd5S1gzSWJLcXRpU01sVjFIazFMTXJQdE92b1BRSXVBYTZYWG1CaUNJU0pVM0dBYmlTVWd0LWFEM3ZWLTRzckp6ak1iTUwydlZ1MFltVjcyeFQzVDAtSC1taWpTaldpbw&q=https%3A%2F%2Fwww.linkedin.com%2Fin%2Fpeter-gostev%2F&v=R7A8rX-09Zw)

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## Transcript

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[![Image 14](https://i.ytimg.com/vi/UclrVWafRAI/hqdefault.jpg?sqp=-oaymwEmCKgBEF5IWvKriqkDGQgBFQAAiEIYAdgBAeIBCggYEAIYBjgBQAE=&rs=AOn4CLCR1mZvkGYr_ag_b6Qxf96kC53c6Q) 1:27:38](http://www.youtube.com/watch?v=UclrVWafRAI&pp=ugUEEgJlbg%3D%3D)

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Lenny's Podcast and a16z

344K views • 2 months ago

[![Image 50](http://www.youtube.com/watch?v=R7A8rX-09Zw) 16:22](http://www.youtube.com/watch?v=CEvIs9y1uog&pp=ugUEEgJlbg%3D%3D)

![Image 51](http://www.youtube.com/watch?v=R7A8rX-09Zw)

### [Don't Build Agents, Build Skills Instead – Barry Zhang & Mahesh Murag, Anthropic](http://www.youtube.com/watch?v=CEvIs9y1uog&pp=ugUEEgJlbg%3D%3D)

AI Engineer

1.1M views • 4 months ago

[![Image 52](http://www.youtube.com/watch?v=R7A8rX-09Zw) 37:35](http://www.youtube.com/watch?v=9M_dq_0ljsc)

![Image 53](http://www.youtube.com/watch?v=R7A8rX-09Zw)

### [Clara Mattei: capitalism is not natural - it’s enforced](http://www.youtube.com/watch?v=9M_dq_0ljsc)

Channel 4 News

917K views • 2 months ago

[![Image 54](http://www.youtube.com/watch?v=R7A8rX-09Zw) 19:51](http://www.youtube.com/watch?v=p0JBCriPfpU)

![Image 55](http://www.youtube.com/watch?v=R7A8rX-09Zw)

### [How Aircraft Carrier Crews EAT, SHOWER & SLEEP on MASSIVE Aircraft Carrier](http://www.youtube.com/watch?v=p0JBCriPfpU)

The Daily Navy

9.9M views • 1 month ago

[![Image 56](http://www.youtube.com/watch?v=R7A8rX-09Zw) 20:37](http://www.youtube.com/watch?v=zZsTVBXcbow&pp=ugUEEgJlbg%3D%3D)

![Image 57](http://www.youtube.com/watch?v=R7A8rX-09Zw)

### [How Google DeepMind is researching the next Frontier of AI for Gemini —Raia Hadsell, VP of Research](http://www.youtube.com/watch?v=zZsTVBXcbow&pp=ugUEEgJlbg%3D%3D)

AI Engineer

84K views • 6 days ago

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