# reference for length bias categories length_categories = { "alpacaeval-easy": "True", "alpacaeval-hard": "True", "alpacaeval-length": "Neutral", "donotanswer": "False", "hep-cpp": "Neutral", "hep-go": "Neutral", "hep-java": "Neutral", "hep-js": "Neutral", "hep-python": "Neutral", "hep-rust": "Neutral", "llmbar-adver-GPTInst": "False", "llmbar-adver-GPTOut": "Neutral", "llmbar-adver-manual": "False", "llmbar-adver-neighbor": "False", "llmbar-natural": "Neutral", "math-prm": "Neutral", "mt-bench-easy": "False", "mt-bench-hard": "False", "mt-bench-med": "Neutral", "refusals-dangerous": "False", "refusals-offensive": "False", "xstest-should-refuse": "False", "xstest-should-respond": "True", } example_counts = { "alpacaeval-easy": 100, "alpacaeval-length": 95, "alpacaeval-hard": 95, "mt-bench-easy": 28, "mt-bench-med": 40, "mt-bench-hard": 37, "math-prm": 984, # actual length 447, upweighting to be equal to code "refusals-dangerous": 100, "refusals-offensive": 100, "llmbar-natural": 100, "llmbar-adver-neighbor": 134, "llmbar-adver-GPTInst": 92, "llmbar-adver-GPTOut": 47, "llmbar-adver-manual": 46, "xstest-should-refuse": 154, "xstest-should-respond": 250, # Note, refuse and respond were accidentally swapped until 9 Sept 2024 "donotanswer": 136, "hep-cpp": 164, "hep-go": 164, "hep-java": 164, "hep-js": 164, "hep-python": 164, "hep-rust": 164, } # note, this order should match the dataframe. subset_mapping = { "Chat": ["alpacaeval-easy", "alpacaeval-hard", "alpacaeval-length", "mt-bench-easy", "mt-bench-med"], "Chat Hard": [ "llmbar-adver-GPTInst", "llmbar-adver-GPTOut", "llmbar-adver-manual", "llmbar-adver-neighbor", "llmbar-natural", "mt-bench-hard", ], "Safety": [ "donotanswer", "refusals-dangerous", "refusals-offensive", "xstest-should-refuse", "xstest-should-respond", ], "Reasoning": ["hep-cpp", "hep-go", "hep-java", "hep-js", "hep-python", "hep-rust", "math-prm"], }