Quiz połączony z przewodnikiem · Ciężko Poziom
Quiz oceniający agentów AI
Testuje, w jaki sposób ewaluacje agentów oceniają powodzenie zadań, trajektorie i użycie narzędzi, dlaczego ocenianie oparte na środowisku i powtarzane próby mają znaczenie, a także kompromisy oceniających.
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Why is checking a single final answer usually not enough for agents?
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Odpowiedzi i wyjaśnienia pojawiają się w miarę rozwiązywania quizu.
- Why is checking a single final answer usually not enough for agents?
- Agents never produce answers
- Agents act over many steps and cause side effects, so the path and final state matter
- Answers are always correct
- Reference answers cannot be written for agent tasks
- How does SWE-bench judge whether an agent solved an issue?
- By running the repository's tests after the agent's patch
- By counting lines changed
- By asking the agent if it succeeded
- By measuring response speed
- What does a pass^k style metric measure?
- Speed across k tools
- Success on at least one of k attempts
- Whether the agent succeeds on every one of k repeated attempts
- The number of tokens per step
- Which dimension would flag an agent that succeeds but takes fifty steps for a five-step job?
- Task success
- Bezpieczeństwo
- Tool naming
- Trajectory quality
- What is a known weakness of model-based graders?
- Nie potrafią czytać tekstu
- They can be biased, for example toward long or confident answers, so they need checking against human labels
- They are always slower than humans
- Działają tylko na obrazach
- Why reset the environment to a known state before every run?
- So results are reproducible and runs cannot affect each other
- To save disk space
- Because agents require it to start
- To make tasks harder
- Why can public leaderboard scores mislead a team?
- They are always faked
- Leaderboards never publish numbers
- Benchmarks can leak into training data, saturate or fail to match your workload
- They only measure cost
- How should a safety eval treat a run where the agent finished the task but obeyed a planted instruction to leak data?
- As a full success
- As a partial success worth half credit
- It should be ignored
- As a failure