Unverified50% confidenceFactExact time
Common reasoning benchmarks include GSM8K (elementary school math word problems), MATH (competition-level math problems), StrategyQA (multi-hop commonsense reasoning), and others; these benchmarks require multi-step derivation and have automatically verifiable answers.
1
Sources
50%
Confidence
Long-term
Relevance
10/22/2026
First Seen
Sources
Related Entities
Related Claims
VerifiedGSM8K是小学数学推理基准，HumanEval是代码生成基准，HellaSwag是常识推理基准80% similarUnverifiedGSM8K, MATH, and BBH are three commonly used reasoning benchmarks with a clear difficulty gradient: GSM8K consists of elementary school math word problems, MATH covers competition-level math problems, and BBH contains 23 task types requiring multi-step symbolic manipulation or strategic reasoning.76% similarUnverifiedThere is a qualitative gap between the currently popular evaluation benchmarks GSM8K and MATH and frontier research-level mathematical reasoning74% similarUnverifiedCommon implementation approaches for deterministic regression logic include using structured assertions (regex matching, JSON field validation), taking statistical averages across multiple sampled outputs with a significance threshold, or using a fixed-version judge model (LLM-as-judge) with its prompt and parameters locked.73% similarUnverifiedThe proof agent employs an architecture in which a large language model interacts with a formal verifier: the LLM generates sequences of proof strategies, the Lean compiler verifies each reasoning step in real time, and upon failure adjusts based on error messages, forming a closed loop of generation–verification–correction.71% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/1084286API
curl https://kongchang.com/api/v1/knowledge/claims/1084286MCP
get_claim(id=1084286)