How wrong are LLMs about emission factors — and how often do they name the wrong source for a number? 467 questions, five models, scored against sourced ground truth.

ai-safety benchmark carbon-accounting climate co2 emission-factors evals ghg-protocol groundedness hallucination llm llm-evaluation mcp rag sustainability
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How wrong are LLMs about emission factors — and how often do they name the wrong source for a number? 467 questions, five models, scored against sourced ground truth.

Python
#ai-safety#benchmark#carbon-accounting#climate#co2#emission-factors#evals#ghg-protocol#groundedness#hallucination#llm#llm-evaluation#mcp#rag#sustainability

How wrong are LLMs about emission factors — and how often do they name the wrong source for a number? 467 questions, five models, scored against sourced ground truth.

Python
#ai-safety#benchmark#carbon-accounting#climate#co2#emission-factors#evals#ghg-protocol#groundedness#hallucination#llm#llm-evaluation#mcp#rag#sustainability
enhancement help wanted good first issue

How wrong are LLMs about emission factors — and how often do they name the wrong source for a number? 467 questions, five models, scored against sourced ground truth.

Python
#ai-safety#benchmark#carbon-accounting#climate#co2#emission-factors#evals#ghg-protocol#groundedness#hallucination#llm#llm-evaluation#mcp#rag#sustainability
help wanted good first issue

How wrong are LLMs about emission factors — and how often do they name the wrong source for a number? 467 questions, five models, scored against sourced ground truth.

Python
#ai-safety#benchmark#carbon-accounting#climate#co2#emission-factors#evals#ghg-protocol#groundedness#hallucination#llm#llm-evaluation#mcp#rag#sustainability
enhancement help wanted

How wrong are LLMs about emission factors — and how often do they name the wrong source for a number? 467 questions, five models, scored against sourced ground truth.

Python
#ai-safety#benchmark#carbon-accounting#climate#co2#emission-factors#evals#ghg-protocol#groundedness#hallucination#llm#llm-evaluation#mcp#rag#sustainability
help wanted good first issue

How wrong are LLMs about emission factors — and how often do they name the wrong source for a number? 467 questions, five models, scored against sourced ground truth.

Python
#ai-safety#benchmark#carbon-accounting#climate#co2#emission-factors#evals#ghg-protocol#groundedness#hallucination#llm#llm-evaluation#mcp#rag#sustainability