cross-model-lora-prediction-3b / results_round4.json
CK0607's picture
Round 4 oracle-fix results
574b87a verified
raw
history blame
56.9 kB
{
"config": {
"model_X": "Qwen/Qwen2.5-3B-Instruct",
"model_Y": "meta-llama/Llama-3.2-3B-Instruct",
"hub_repo": "CK0607/cross-model-lora-prediction-3b",
"lora": {
"r": 16,
"alpha": 32,
"targets": [
"q_proj",
"k_proj",
"v_proj",
"o_proj",
"gate_proj",
"up_proj",
"down_proj"
],
"dropout": 0.0
},
"train": {
"examples": 1500,
"eval_examples": 300,
"epochs": 3.0,
"bs": 8,
"lr": 0.0002,
"max_len": 512
},
"anchors": [
"gsm8k",
"svamp",
"multiarith",
"aqua_rat",
"math_algebra_easy",
"math_counting_easy",
"mbpp",
"humaneval",
"mbpp_sanitized",
"sciq",
"arc_easy",
"openbookqa",
"medmcqa_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology",
"mmlu_high_school_physics"
],
"heldout": [
"gsm_hard",
"gsm8k_test_500",
"mbpp_test_held",
"mbpp_plus",
"arc_challenge",
"openbookqa_test"
]
},
"dataset_audit": {
"tasks": {
"gsm8k": {
"domain": "math",
"kind": "math_num",
"dataset": "openai/gsm8k",
"config": "main",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Solve the math problem. Respond with only the final answer.\n\nProblem: Mimi picked up 2 dozen seashells on the beach. Kyle found twice as many shells as Mimi and put them in his pocket. Leigh grabbed one-third of the shells that Kyle found. How many seashells did Leigh have?\n\nFinal answer:"
},
{
"role": "assistant",
"content": "16"
}
]
},
"ok": true
},
"mbpp": {
"domain": "code",
"kind": "code",
"dataset": "google-research-datasets/mbpp",
"config": "sanitized",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Write a Python function that solves the task. Respond with only code.\n\nTask: Write a function to reverse words seperated by spaces in a given string.\n\nTests:\nassert reverse_words(\"python program\")==(\"program python\")\nassert reverse_words(\"java language\")==(\"language java\")\nassert reverse_words(\"indian man\")==(\"man indian\")\n\nCode:"
},
{
"role": "assistant",
"content": "def reverse_words(s):\n return ' '.join(reversed(s.split()))"
}
]
},
"ok": true
},
"sciq": {
"domain": "science",
"kind": "mcq",
"dataset": "allenai/sciq",
"config": null,
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nWhat kind of reasoning involves formulating generalizations inferred from careful observation and the analysis of a large amount of data?\nA. skepticism\nB. reflexive\nC. inductive\nD. deductive\nAnswer:"
},
{
"role": "assistant",
"content": "D"
}
]
},
"ok": true
},
"arc_easy": {
"domain": "science",
"kind": "mcq",
"dataset": "allenai/ai2_arc",
"config": "ARC-Easy",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nWhich of the following materials would best slow the transfer of heat?\nA. aluminum\nB. copper\nC. glass\nD. wood\nAnswer:"
},
{
"role": "assistant",
"content": "D"
}
]
},
"ok": true
},
"openbookqa": {
"domain": "science",
"kind": "mcq",
"dataset": "allenai/openbookqa",
"config": "main",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nWith the addition of thrusters your forward momentum will\nA. stop\nB. increase\nC. decrease\nD. stall\nAnswer:"
},
{
"role": "assistant",
"content": "B"
}
]
},
"ok": true
},
"svamp": {
"domain": "math",
"kind": "math_num",
"dataset": "ChilleD/SVAMP",
"config": null,
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Solve the math problem. Respond with only the final answer.\n\nProblem: Danny collects bottle caps. He found 63 bottle caps at the park while he threw away 51 old ones. Now he has 33 bottle caps in his collection. How many bottle caps did danny have at first?\n\nFinal answer:"
},
{
"role": "assistant",
"content": "21"
}
]
},
"ok": true
},
"multiarith": {
"domain": "math",
"kind": "math_num",
"dataset": "ChilleD/MultiArith",
"config": null,
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Solve the math problem. Respond with only the final answer.\n\nProblem: A florist had 11 roses. If she sold 2 of them and then later picked 32 more, how many roses would she have?\n\nFinal answer:"
},
{
"role": "assistant",
"content": "41"
}
]
},
"ok": true
},
"mmlu_high_school_biology": {
"domain": "science",
"kind": "mcq",
"dataset": "cais/mmlu",
"config": "high_school_biology",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nWhich of the following is (are) required when performing a polymerase chain reaction (P C R) on a DNA sample?\nA. Reverse transcriptase\nB. A vacuum chamber\nC. Primers complementary to certain portions of the DNA\nD. DNA ligase\nAnswer:"
},
{
"role": "assistant",
"content": "C"
}
]
},
"ok": true
},
"math_counting_easy": {
"domain": "math",
"kind": "math_solution",
"dataset": "EleutherAI/hendrycks_math",
"config": "counting_and_probability",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Solve the math problem. Respond with only the final answer.\n\nProblem: Alex has 10 different kinds of lunch meat and 9 different kinds of cheese. If he wants to make a sandwich with one kind of meat and two kinds of cheese, how many different sandwiches could he make? (It does not matter in which order he chooses the two types of cheese.)\n\nFinal answer:"
},
{
"role": "assistant",
"content": "360"
}
]
},
"ok": true
},
"humaneval": {
"domain": "code",
"kind": "code",
"dataset": "openai/openai_humaneval",
"config": null,
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Complete the following Python function. Respond with only the completion code.\n\ndef below_threshold(l: list, t: int):\n \"\"\"Return True if all numbers in the list l are below threshold t.\n >>> below_threshold([1, 2, 4, 10], 100)\n True\n >>> below_threshold([1, 20, 4, 10], 5)\n False\n \"\"\""
},
{
"role": "assistant",
"content": "for e in l:\n if e >= t:\n return False\n return True"
}
]
},
"ok": true
},
"mmlu_high_school_physics": {
"domain": "science",
"kind": "mcq",
"dataset": "cais/mmlu",
"config": "high_school_physics",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nThe mass of the Earth is 5.97 \u00d7 10^24 kg. The Moon, whose center is 3.84 \u00d7 10^8 m from the Earth\u2019s center, has mass 7.35 \u00d7 10^22 kg. Which of the following is the best estimate of the gravitational force of the Earth on the Moon?\nA. 10^39 N\nB. 10^29 N\nC. 10^19 N\nD. 10^9 N\nAnswer:"
},
{
"role": "assistant",
"content": "C"
}
]
},
"ok": true
},
"mbpp_sanitized": {
"domain": "code",
"kind": "code",
"dataset": "google-research-datasets/mbpp",
"config": "sanitized",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Write a Python function that solves the task. Respond with only code.\n\nTask: Write a function to reverse words seperated by spaces in a given string.\n\nTests:\nassert reverse_words(\"python program\")==(\"program python\")\nassert reverse_words(\"java language\")==(\"language java\")\nassert reverse_words(\"indian man\")==(\"man indian\")\n\nCode:"
},
{
"role": "assistant",
"content": "def reverse_words(s):\n return ' '.join(reversed(s.split()))"
}
]
},
"ok": true
},
"mmlu_elementary_math": {
"domain": "science",
"kind": "mcq",
"dataset": "cais/mmlu",
"config": "elementary_mathematics",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nFind the median of the set of data 13, 35, 26, 8, 24, 10, 22, 10, 32.\nA. 23\nB. 20\nC. 22\nD. 27\nAnswer:"
},
{
"role": "assistant",
"content": "C"
}
]
},
"ok": true
},
"math_algebra_easy": {
"domain": "math",
"kind": "math_solution",
"dataset": "EleutherAI/hendrycks_math",
"config": "algebra",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Solve the math problem. Respond with only the final answer.\n\nProblem: Given that $2^x+ 2^x+ 2^x+ 2^x= 512$, what is the value of $x$?\n\nFinal answer:"
},
{
"role": "assistant",
"content": "7"
}
]
},
"ok": true
},
"aqua_rat": {
"domain": "math",
"kind": "mcq",
"dataset": "deepmind/aqua_rat",
"config": "raw",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nThere are r red ball, b blue ball and w white ball in a bag. What is the ratio of the number of blue ball to the total no. of ball in terms of r, b and w.?\nA. r / (r + b + w)\nB. r * (r + b + w)\nC. (r + b + w)\nD. r / (r + b )\nE. r / (b + w)\nAnswer:"
},
{
"role": "assistant",
"content": "A"
}
]
},
"ok": true
},
"medmcqa_easy": {
"domain": "science",
"kind": "mcq",
"dataset": "openlifescienceai/medmcqa",
"config": null,
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nApolipoprotein A-I (Apo A-I) is found in which of the following lipid components?\nA. LDL\nB. HDL\nC. VLDL\nD. Chylomicron\nAnswer:"
},
{
"role": "assistant",
"content": "B"
}
]
},
"ok": true
},
"gsm_hard": {
"domain": "math",
"kind": "math_num",
"dataset": "reasoning-machines/gsm-hard",
"config": null,
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Solve the math problem. Respond with only the final answer.\n\nProblem: Charlie wants to sell beeswax candles. For every pound of beeswax, he can make 10 tapered candles. One pound of beeswax and the wicks cost $10.00 in supplies. If he sells each candle for $2.00 each, what is his net profit if he makes and sells 1080379 candles?\n\nFinal answer:"
},
{
"role": "assistant",
"content": "1080379.0"
}
]
},
"ok": true
},
"gsm8k_test_500": {
"domain": "math",
"kind": "math_num",
"dataset": "openai/gsm8k",
"config": "main",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Solve the math problem. Respond with only the final answer.\n\nProblem: Benny saw a 10-foot shark with 2 6-inch remoras attached to it. What percentage of the shark's body length is the combined length of the remoras?\n\nFinal answer:"
},
{
"role": "assistant",
"content": "10"
}
]
},
"ok": true
},
"mbpp_test_held": {
"domain": "code",
"kind": "code",
"dataset": "google-research-datasets/mbpp",
"config": "sanitized",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Write a Python function that solves the task. Respond with only code.\n\nTask: Write a function to convert a given tuple of positive integers into a single integer.\n\nTests:\nassert tuple_to_int((1,2,3))==123\nassert tuple_to_int((4,5,6))==456\nassert tuple_to_int((5,6,7))==567\n\nCode:"
},
{
"role": "assistant",
"content": "def tuple_to_int(nums):\n result = int(''.join(map(str,nums)))\n return result"
}
]
},
"ok": true
},
"mbpp_plus": {
"domain": "code",
"kind": "code",
"dataset": "evalplus/mbppplus",
"config": null,
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [],
"sample": {
"messages": [
{
"role": "user",
"content": "Write a Python function that solves the task. Respond with only code.\n\nTask: Write a function to check if the given tuples contain the k or not.\n\nTests:\nassert check_K((10, 4, 5, 6, 8), 6) == True\nassert check_K((1, 2, 3, 4, 5, 6), 7) == False\nassert check_K((7, 8, 9, 44, 11, 12), 11) == True\n\nCode:"
},
{
"role": "assistant",
"content": "def check_K(test_tup, K):\n return K in test_tup"
}
]
},
"ok": true
},
"arc_challenge": {
"domain": "science",
"kind": "mcq",
"dataset": "allenai/ai2_arc",
"config": "ARC-Challenge",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nWhich characteristic can a human offspring inherit?\nA. facial scar\nB. blue eyes\nC. long hair\nD. broken leg\nAnswer:"
},
{
"role": "assistant",
"content": "B"
}
]
},
"ok": true
},
"openbookqa_test": {
"domain": "science",
"kind": "mcq",
"dataset": "allenai/openbookqa",
"config": "main",
"train_rows_sampled": 20,
"eval_rows_sampled": 10,
"labels": [
"A",
"B",
"C",
"D",
"E",
"F",
"G",
"H"
],
"sample": {
"messages": [
{
"role": "user",
"content": "Answer the multiple-choice question. Respond with only the option letter.\n\nLive birth is exemplified in\nA. snakes slithering out of eggs\nB. a calf emerging from a mother giraffe\nC. owlets pecking out of their encasement\nD. sea turtles emerging from their shells\nAnswer:"
},
{
"role": "assistant",
"content": "B"
}
]
},
"ok": true
}
},
"dropped": [],
"kept": [
"gsm8k",
"mbpp",
"sciq",
"arc_easy",
"openbookqa",
"svamp",
"multiarith",
"mmlu_high_school_biology",
"math_counting_easy",
"humaneval",
"mmlu_high_school_physics",
"mbpp_sanitized",
"mmlu_elementary_math",
"math_algebra_easy",
"aqua_rat",
"medmcqa_easy",
"gsm_hard",
"gsm8k_test_500",
"mbpp_test_held",
"mbpp_plus",
"arc_challenge",
"openbookqa_test"
],
"anchor_domain_counts": {
"math": 6,
"code": 3,
"science": 7
}
},
"training": [
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "mbpp",
"ok": true,
"gpu": 3
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "svamp",
"ok": true,
"gpu": 3
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "humaneval",
"ok": true,
"gpu": 3
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "math_algebra_easy",
"ok": true,
"gpu": 3
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "gsm8k_test_500",
"ok": true,
"gpu": 3
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "openbookqa_test",
"ok": true,
"gpu": 3
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "mbpp",
"ok": true,
"gpu": 2
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "svamp",
"ok": true,
"gpu": 2
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "humaneval",
"ok": true,
"gpu": 2
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "math_algebra_easy",
"ok": true,
"gpu": 2
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "gsm8k_test_500",
"ok": true,
"gpu": 2
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "openbookqa_test",
"ok": true,
"gpu": 2
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "sciq",
"ok": true,
"gpu": 5
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "multiarith",
"ok": true,
"gpu": 5
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "mmlu_high_school_physics",
"ok": true,
"gpu": 5
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "aqua_rat",
"ok": true,
"gpu": 5
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "mbpp_test_held",
"ok": true,
"gpu": 5
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "arc_easy",
"ok": true,
"gpu": 7
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "mmlu_high_school_biology",
"ok": true,
"gpu": 7
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "mbpp_sanitized",
"ok": true,
"gpu": 7
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "medmcqa_easy",
"ok": true,
"gpu": 7
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "mbpp_plus",
"ok": true,
"gpu": 7
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "sciq",
"ok": true,
"gpu": 4
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "multiarith",
"ok": true,
"gpu": 4
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "mmlu_high_school_physics",
"ok": true,
"gpu": 4
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "aqua_rat",
"ok": true,
"gpu": 4
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "mbpp_test_held",
"ok": true,
"gpu": 4
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "arc_easy",
"ok": true,
"gpu": 6
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "mmlu_high_school_biology",
"ok": true,
"gpu": 6
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "mbpp_sanitized",
"ok": true,
"gpu": 6
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "medmcqa_easy",
"ok": true,
"gpu": 6
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "mbpp_plus",
"ok": true,
"gpu": 6
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "gsm8k",
"ok": true,
"gpu": 1
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "openbookqa",
"ok": true,
"gpu": 1
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "math_counting_easy",
"ok": true,
"gpu": 1
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "mmlu_elementary_math",
"ok": true,
"gpu": 1
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "gsm_hard",
"ok": true,
"gpu": 1
},
{
"side": "Y",
"model": "meta-llama/Llama-3.2-3B-Instruct",
"task": "arc_challenge",
"ok": true,
"gpu": 1
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "gsm8k",
"ok": true,
"gpu": 0
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "openbookqa",
"ok": true,
"gpu": 0
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "math_counting_easy",
"ok": true,
"gpu": 0
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "mmlu_elementary_math",
"ok": true,
"gpu": 0
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "gsm_hard",
"ok": true,
"gpu": 0
},
{
"side": "X",
"model": "Qwen/Qwen2.5-3B-Instruct",
"task": "arc_challenge",
"ok": true,
"gpu": 0
}
],
"experiment1": {
"tasks": {
"gsm_hard": {
"domain": "math",
"selected": {
"topk8_global_ridge": [
"math_counting_easy",
"mbpp_sanitized",
"mmlu_high_school_physics",
"humaneval",
"multiarith",
"math_algebra_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology"
],
"topk8_pertensor_ridge": [
"math_counting_easy",
"mbpp_sanitized",
"mmlu_high_school_physics",
"humaneval",
"multiarith",
"math_algebra_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology"
]
},
"metrics": {
"base_Y": 0.06333333333333334,
"oracle": 0.15,
"mean": 0.056666666666666664,
"mean__cos": 0.8538880348205566,
"global_ridge": 0.06,
"global_ridge__cos": 0.9063830375671387,
"pertensor_ridge": 0.06666666666666667,
"pertensor_ridge__cos": 0.904435396194458,
"pertensor_pca": 0.06666666666666667,
"pertensor_pca__cos": 0.9048259854316711,
"pertensor_mlp": 0.07333333333333333,
"pertensor_mlp__cos": 0.90220707654953,
"procrustes": 0.07,
"procrustes__cos": 0.89919513463974,
"topk8_global_ridge": 0.06666666666666667,
"topk8_global_ridge__cos": 0.9051854014396667,
"topk8_pertensor_ridge": 0.06333333333333334,
"topk8_pertensor_ridge__cos": 0.903511106967926
},
"main_row": {
"Domain": "math",
"Task": "gsm_hard",
"base_Y": 0.06333333333333334,
"mean": 0.056666666666666664,
"global_ridge": 0.06,
"pertensor_ridge": 0.06666666666666667,
"topk8_global_ridge": 0.06666666666666667,
"topk8_pertensor_ridge": 0.06333333333333334,
"pertensor_mlp": 0.07333333333333333,
"oracle": 0.15,
"oracle_minus_base_pp": 8.666666666666666,
"usable": true,
"gap_recovered": 0.11538461538461534
}
},
"gsm8k_test_500": {
"domain": "math",
"selected": {
"topk8_global_ridge": [
"math_counting_easy",
"mbpp_sanitized",
"mmlu_high_school_physics",
"humaneval",
"multiarith",
"math_algebra_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology"
],
"topk8_pertensor_ridge": [
"math_counting_easy",
"mbpp_sanitized",
"mmlu_high_school_physics",
"humaneval",
"multiarith",
"math_algebra_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology"
]
},
"metrics": {
"base_Y": 0.08,
"oracle": 0.29333333333333333,
"mean": 0.09333333333333334,
"mean__cos": 0.9122087955474854,
"global_ridge": 0.1,
"global_ridge__cos": 0.9690855145454407,
"pertensor_ridge": 0.1,
"pertensor_ridge__cos": 0.9674875736236572,
"pertensor_pca": 0.1,
"pertensor_pca__cos": 0.9675261974334717,
"pertensor_mlp": 0.1,
"pertensor_mlp__cos": 0.9635453224182129,
"procrustes": 0.09666666666666666,
"procrustes__cos": 0.9608618021011353,
"topk8_global_ridge": 0.09333333333333334,
"topk8_global_ridge__cos": 0.9682586789131165,
"topk8_pertensor_ridge": 0.09666666666666666,
"topk8_pertensor_ridge__cos": 0.9668623805046082
},
"main_row": {
"Domain": "math",
"Task": "gsm8k_test_500",
"base_Y": 0.08,
"mean": 0.09333333333333334,
"global_ridge": 0.1,
"pertensor_ridge": 0.1,
"topk8_global_ridge": 0.09333333333333334,
"topk8_pertensor_ridge": 0.09666666666666666,
"pertensor_mlp": 0.1,
"oracle": 0.29333333333333333,
"oracle_minus_base_pp": 21.333333333333332,
"usable": true,
"gap_recovered": 0.09375000000000003
}
},
"mbpp_test_held": {
"domain": "code",
"selected": {
"topk8_global_ridge": [
"mbpp_sanitized",
"math_counting_easy",
"humaneval",
"mmlu_high_school_physics",
"multiarith",
"mmlu_high_school_biology",
"mmlu_elementary_math",
"math_algebra_easy"
],
"topk8_pertensor_ridge": [
"mbpp_sanitized",
"math_counting_easy",
"humaneval",
"mmlu_high_school_physics",
"multiarith",
"mmlu_high_school_biology",
"mmlu_elementary_math",
"math_algebra_easy"
]
},
"metrics": {
"base_Y": 0.23,
"oracle": 0.32,
"mean": 0.24,
"mean__cos": 0.9324136972427368,
"global_ridge": 0.25,
"global_ridge__cos": 0.9998323917388916,
"pertensor_ridge": 0.25,
"pertensor_ridge__cos": 0.9997650980949402,
"pertensor_pca": 0.25,
"pertensor_pca__cos": 0.9902871251106262,
"pertensor_mlp": 0.24,
"pertensor_mlp__cos": 0.9861795902252197,
"procrustes": 0.24,
"procrustes__cos": 0.9862682819366455,
"topk8_global_ridge": 0.25,
"topk8_global_ridge__cos": 0.9998441338539124,
"topk8_pertensor_ridge": 0.25,
"topk8_pertensor_ridge__cos": 0.9995993375778198
},
"main_row": {
"Domain": "code",
"Task": "mbpp_test_held",
"base_Y": 0.23,
"mean": 0.24,
"global_ridge": 0.25,
"pertensor_ridge": 0.25,
"topk8_global_ridge": 0.25,
"topk8_pertensor_ridge": 0.25,
"pertensor_mlp": 0.24,
"oracle": 0.32,
"oracle_minus_base_pp": 9.0,
"usable": true,
"gap_recovered": 0.22222222222222213
}
},
"mbpp_plus": {
"domain": "code",
"selected": {
"topk8_global_ridge": [
"mbpp_sanitized",
"humaneval",
"math_counting_easy",
"mmlu_high_school_physics",
"multiarith",
"mmlu_high_school_biology",
"mmlu_elementary_math",
"math_algebra_easy"
],
"topk8_pertensor_ridge": [
"mbpp_sanitized",
"humaneval",
"math_counting_easy",
"mmlu_high_school_physics",
"multiarith",
"mmlu_high_school_biology",
"mmlu_elementary_math",
"math_algebra_easy"
]
},
"metrics": {
"base_Y": 0.21666666666666667,
"oracle": 0.45,
"mean": 0.21333333333333335,
"mean__cos": 0.9124462008476257,
"global_ridge": 0.28,
"global_ridge__cos": 0.9848983287811279,
"pertensor_ridge": 0.27,
"pertensor_ridge__cos": 0.9846793413162231,
"pertensor_pca": 0.21,
"pertensor_pca__cos": 0.9684830904006958,
"pertensor_mlp": 0.21,
"pertensor_mlp__cos": 0.9642786383628845,
"procrustes": 0.22666666666666666,
"procrustes__cos": 0.9647142887115479,
"topk8_global_ridge": 0.27,
"topk8_global_ridge__cos": 0.9848766922950745,
"topk8_pertensor_ridge": 0.26666666666666666,
"topk8_pertensor_ridge__cos": 0.9846369624137878
},
"main_row": {
"Domain": "code",
"Task": "mbpp_plus",
"base_Y": 0.21666666666666667,
"mean": 0.21333333333333335,
"global_ridge": 0.28,
"pertensor_ridge": 0.27,
"topk8_global_ridge": 0.27,
"topk8_pertensor_ridge": 0.26666666666666666,
"pertensor_mlp": 0.21,
"oracle": 0.45,
"oracle_minus_base_pp": 23.333333333333332,
"usable": true,
"gap_recovered": 0.2714285714285715
}
},
"arc_challenge": {
"domain": "science",
"selected": {
"topk8_global_ridge": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math",
"math_counting_easy",
"mbpp_sanitized",
"humaneval",
"multiarith",
"math_algebra_easy"
],
"topk8_pertensor_ridge": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math",
"math_counting_easy",
"mbpp_sanitized",
"humaneval",
"multiarith",
"math_algebra_easy"
]
},
"metrics": {
"base_Y": 0.7157190635451505,
"oracle": 0.7224080267558528,
"mean": 0.7324414715719063,
"mean__cos": 0.8707941174507141,
"global_ridge": 0.7357859531772575,
"global_ridge__cos": 0.9247814416885376,
"pertensor_ridge": 0.7290969899665551,
"pertensor_ridge__cos": 0.9244466423988342,
"pertensor_pca": 0.7357859531772575,
"pertensor_pca__cos": 0.9224098920822144,
"pertensor_mlp": 0.7391304347826086,
"pertensor_mlp__cos": 0.920215368270874,
"procrustes": 0.7491638795986622,
"procrustes__cos": 0.9195225238800049,
"topk8_global_ridge": 0.7357859531772575,
"topk8_global_ridge__cos": 0.9233748316764832,
"topk8_pertensor_ridge": 0.7290969899665551,
"topk8_pertensor_ridge__cos": 0.9231237173080444
},
"main_row": {
"Domain": "science",
"Task": "arc_challenge",
"base_Y": 0.7157190635451505,
"mean": 0.7324414715719063,
"global_ridge": 0.7357859531772575,
"pertensor_ridge": 0.7290969899665551,
"topk8_global_ridge": 0.7357859531772575,
"topk8_pertensor_ridge": 0.7290969899665551,
"pertensor_mlp": 0.7391304347826086,
"oracle": 0.7224080267558528,
"oracle_minus_base_pp": 0.6688963210702337,
"usable": false,
"gap_recovered": 5.0
}
},
"openbookqa_test": {
"domain": "science",
"selected": {
"topk8_global_ridge": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mbpp_sanitized",
"math_counting_easy",
"mmlu_elementary_math",
"humaneval",
"multiarith",
"math_algebra_easy"
],
"topk8_pertensor_ridge": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mbpp_sanitized",
"math_counting_easy",
"mmlu_elementary_math",
"humaneval",
"multiarith",
"math_algebra_easy"
]
},
"metrics": {
"base_Y": 0.71,
"oracle": 0.9833333333333333,
"mean": 0.76,
"mean__cos": 0.9152830243110657,
"global_ridge": 0.7466666666666667,
"global_ridge__cos": 0.9711560010910034,
"pertensor_ridge": 0.7433333333333333,
"pertensor_ridge__cos": 0.9709675312042236,
"pertensor_pca": 0.76,
"pertensor_pca__cos": 0.9696671366691589,
"pertensor_mlp": 0.7533333333333333,
"pertensor_mlp__cos": 0.9671377539634705,
"procrustes": 0.7366666666666667,
"procrustes__cos": 0.9668078422546387,
"topk8_global_ridge": 0.7133333333333334,
"topk8_global_ridge__cos": 0.969284176826477,
"topk8_pertensor_ridge": 0.7166666666666667,
"topk8_pertensor_ridge__cos": 0.9690907597541809
},
"main_row": {
"Domain": "science",
"Task": "openbookqa_test",
"base_Y": 0.71,
"mean": 0.76,
"global_ridge": 0.7466666666666667,
"pertensor_ridge": 0.7433333333333333,
"topk8_global_ridge": 0.7133333333333334,
"topk8_pertensor_ridge": 0.7166666666666667,
"pertensor_mlp": 0.7533333333333333,
"oracle": 0.9833333333333333,
"oracle_minus_base_pp": 27.333333333333332,
"usable": true,
"gap_recovered": 0.18292682926829285
}
}
},
"main_table": [
{
"Domain": "math",
"Task": "gsm_hard",
"base_Y": 0.06333333333333334,
"mean": 0.056666666666666664,
"global_ridge": 0.06,
"pertensor_ridge": 0.06666666666666667,
"topk8_global_ridge": 0.06666666666666667,
"topk8_pertensor_ridge": 0.06333333333333334,
"pertensor_mlp": 0.07333333333333333,
"oracle": 0.15,
"oracle_minus_base_pp": 8.666666666666666,
"usable": true,
"gap_recovered": 0.11538461538461534
},
{
"Domain": "math",
"Task": "gsm8k_test_500",
"base_Y": 0.08,
"mean": 0.09333333333333334,
"global_ridge": 0.1,
"pertensor_ridge": 0.1,
"topk8_global_ridge": 0.09333333333333334,
"topk8_pertensor_ridge": 0.09666666666666666,
"pertensor_mlp": 0.1,
"oracle": 0.29333333333333333,
"oracle_minus_base_pp": 21.333333333333332,
"usable": true,
"gap_recovered": 0.09375000000000003
},
{
"Domain": "code",
"Task": "mbpp_test_held",
"base_Y": 0.23,
"mean": 0.24,
"global_ridge": 0.25,
"pertensor_ridge": 0.25,
"topk8_global_ridge": 0.25,
"topk8_pertensor_ridge": 0.25,
"pertensor_mlp": 0.24,
"oracle": 0.32,
"oracle_minus_base_pp": 9.0,
"usable": true,
"gap_recovered": 0.22222222222222213
},
{
"Domain": "code",
"Task": "mbpp_plus",
"base_Y": 0.21666666666666667,
"mean": 0.21333333333333335,
"global_ridge": 0.28,
"pertensor_ridge": 0.27,
"topk8_global_ridge": 0.27,
"topk8_pertensor_ridge": 0.26666666666666666,
"pertensor_mlp": 0.21,
"oracle": 0.45,
"oracle_minus_base_pp": 23.333333333333332,
"usable": true,
"gap_recovered": 0.2714285714285715
},
{
"Domain": "science",
"Task": "arc_challenge",
"base_Y": 0.7157190635451505,
"mean": 0.7324414715719063,
"global_ridge": 0.7357859531772575,
"pertensor_ridge": 0.7290969899665551,
"topk8_global_ridge": 0.7357859531772575,
"topk8_pertensor_ridge": 0.7290969899665551,
"pertensor_mlp": 0.7391304347826086,
"oracle": 0.7224080267558528,
"oracle_minus_base_pp": 0.6688963210702337,
"usable": false,
"gap_recovered": 5.0
},
{
"Domain": "science",
"Task": "openbookqa_test",
"base_Y": 0.71,
"mean": 0.76,
"global_ridge": 0.7466666666666667,
"pertensor_ridge": 0.7433333333333333,
"topk8_global_ridge": 0.7133333333333334,
"topk8_pertensor_ridge": 0.7166666666666667,
"pertensor_mlp": 0.7533333333333333,
"oracle": 0.9833333333333333,
"oracle_minus_base_pp": 27.333333333333332,
"usable": true,
"gap_recovered": 0.18292682926829285
}
],
"anchor_names": [
"gsm8k",
"svamp",
"multiarith",
"aqua_rat",
"math_algebra_easy",
"math_counting_easy",
"mbpp",
"humaneval",
"mbpp_sanitized",
"sciq",
"arc_easy",
"openbookqa",
"medmcqa_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology",
"mmlu_high_school_physics"
],
"heldout_names": [
"gsm_hard",
"gsm8k_test_500",
"mbpp_test_held",
"mbpp_plus",
"arc_challenge",
"openbookqa_test"
]
},
"experiment2": {
"curves": {
"N5_global_ridge": {
"math": -0.010817307692307696,
"code": 0.026984126984126878,
"science": 1.5304878048780488
},
"N12_global_ridge": {
"math": -0.03425480769230772,
"code": 0.2539682539682539,
"science": 2.073170731707317
},
"N12_topk8_global_ridge": {
"math": -0.010817307692307696,
"code": 0.2738095238095238,
"science": 1.3353658536585367
},
"N12_topk12_global_ridge": {
"math": -0.018629807692307716,
"code": 0.23253968253968244,
"science": 1.829268292682927
},
"N16_global_ridge": {
"math": 0.027644230769230737,
"code": 0.24682539682539684,
"science": 1.5670731707317074
},
"N16_topk8_global_ridge": {
"math": 0.050480769230769204,
"code": 0.22539682539682537,
"science": 1.50609756097561
},
"N16_topk12_global_ridge": {
"math": 0.03906249999999999,
"code": 0.2396825396825396,
"science": 2.3170731707317076
}
},
"details": {
"N5_anchors": [
"gsm8k",
"svamp",
"multiarith",
"aqua_rat",
"math_algebra_easy"
],
"gsm_hard": {
"N5_global_ridge": {
"acc": 0.05333333333333334,
"gap_recovered": -0.11538461538461542
},
"N12_global_ridge": {
"acc": 0.05333333333333334,
"gap_recovered": -0.11538461538461542
},
"N12_topk8_global_ridge": {
"acc": 0.05333333333333334,
"gap_recovered": -0.11538461538461542
},
"N12_topk12_global_ridge": {
"acc": 0.05333333333333334,
"gap_recovered": -0.11538461538461542
},
"N16_topk12_global_ridge": {
"acc": 0.06333333333333334,
"gap_recovered": 0.0
}
},
"gsm8k_test_500": {
"N5_global_ridge": {
"acc": 0.1,
"gap_recovered": 0.09375000000000003
},
"N12_global_ridge": {
"acc": 0.09,
"gap_recovered": 0.04687499999999998
},
"N12_topk8_global_ridge": {
"acc": 0.1,
"gap_recovered": 0.09375000000000003
},
"N12_topk12_global_ridge": {
"acc": 0.09666666666666666,
"gap_recovered": 0.07812499999999999
},
"N16_topk12_global_ridge": {
"acc": 0.09666666666666666,
"gap_recovered": 0.07812499999999999
}
},
"mbpp_test_held": {
"N5_global_ridge": {
"acc": 0.24,
"gap_recovered": 0.11111111111111091
},
"N12_global_ridge": {
"acc": 0.25,
"gap_recovered": 0.22222222222222213
},
"N12_topk8_global_ridge": {
"acc": 0.26,
"gap_recovered": 0.3333333333333333
},
"N12_topk12_global_ridge": {
"acc": 0.25,
"gap_recovered": 0.22222222222222213
},
"N16_topk12_global_ridge": {
"acc": 0.25,
"gap_recovered": 0.22222222222222213
}
},
"mbpp_plus": {
"N5_global_ridge": {
"acc": 0.20333333333333334,
"gap_recovered": -0.057142857142857155
},
"N12_global_ridge": {
"acc": 0.2833333333333333,
"gap_recovered": 0.28571428571428564
},
"N12_topk8_global_ridge": {
"acc": 0.26666666666666666,
"gap_recovered": 0.21428571428571425
},
"N12_topk12_global_ridge": {
"acc": 0.2733333333333333,
"gap_recovered": 0.24285714285714274
},
"N16_topk12_global_ridge": {
"acc": 0.27666666666666667,
"gap_recovered": 0.2571428571428571
}
},
"arc_challenge": {
"N5_global_ridge": {
"acc": 0.7357859531772575,
"gap_recovered": 3.0
},
"N12_global_ridge": {
"acc": 0.7424749163879598,
"gap_recovered": 4.0
},
"N12_topk8_global_ridge": {
"acc": 0.7324414715719063,
"gap_recovered": 2.5
},
"N12_topk12_global_ridge": {
"acc": 0.7391304347826086,
"gap_recovered": 3.5
},
"N16_topk12_global_ridge": {
"acc": 0.745819397993311,
"gap_recovered": 4.5
}
},
"openbookqa_test": {
"N5_global_ridge": {
"acc": 0.7266666666666667,
"gap_recovered": 0.060975609756097754
},
"N12_global_ridge": {
"acc": 0.75,
"gap_recovered": 0.14634146341463428
},
"N12_topk8_global_ridge": {
"acc": 0.7566666666666667,
"gap_recovered": 0.17073170731707346
},
"N12_topk12_global_ridge": {
"acc": 0.7533333333333333,
"gap_recovered": 0.15853658536585366
},
"N16_topk12_global_ridge": {
"acc": 0.7466666666666667,
"gap_recovered": 0.1341463414634149
}
},
"N12_anchors": [
"gsm8k",
"svamp",
"multiarith",
"aqua_rat",
"math_algebra_easy",
"math_counting_easy",
"mbpp",
"humaneval",
"mbpp_sanitized",
"sciq",
"arc_easy",
"openbookqa"
],
"N16_anchors": [
"gsm8k",
"svamp",
"multiarith",
"aqua_rat",
"math_algebra_easy",
"math_counting_easy",
"mbpp",
"humaneval",
"mbpp_sanitized",
"sciq",
"arc_easy",
"openbookqa",
"medmcqa_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology",
"mmlu_high_school_physics"
]
}
},
"experiment3": {
"pools": {
"math-only": [
"gsm8k",
"svamp",
"multiarith",
"aqua_rat",
"math_algebra_easy",
"math_counting_easy"
],
"code-only": [
"mbpp",
"humaneval",
"mbpp_sanitized"
],
"science-only": [
"sciq",
"arc_easy",
"openbookqa",
"medmcqa_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology",
"mmlu_high_school_physics"
],
"math+code": [
"gsm8k",
"svamp",
"multiarith",
"aqua_rat",
"math_algebra_easy",
"math_counting_easy",
"mbpp",
"humaneval",
"mbpp_sanitized"
],
"all": [
"gsm8k",
"svamp",
"multiarith",
"aqua_rat",
"math_algebra_easy",
"math_counting_easy",
"mbpp",
"humaneval",
"mbpp_sanitized",
"sciq",
"arc_easy",
"openbookqa",
"medmcqa_easy",
"mmlu_elementary_math",
"mmlu_high_school_biology",
"mmlu_high_school_physics"
]
},
"heatmap": {
"math-only": {
"gsm_hard": -0.038461538461538554,
"gsm8k_test_500": 0.07812499999999999,
"mbpp_test_held": 0.0,
"mbpp_plus": -0.04285714285714289,
"arc_challenge": 2.0,
"openbookqa_test": 0.10975609756097571
},
"code-only": {
"gsm_hard": -0.15384615384615388,
"gsm8k_test_500": -0.03125000000000001,
"mbpp_test_held": 0.44444444444444453,
"mbpp_plus": 0.24285714285714274,
"arc_challenge": -1.5,
"openbookqa_test": 0.012195121951219795
},
"science-only": {
"gsm_hard": -0.038461538461538554,
"gsm8k_test_500": 0.171875,
"mbpp_test_held": 0.11111111111111091,
"mbpp_plus": -0.01428571428571426,
"arc_challenge": 3.5,
"openbookqa_test": 0.10975609756097571
},
"math+code": {
"gsm_hard": -0.15384615384615388,
"gsm8k_test_500": 0.09375000000000003,
"mbpp_test_held": 0.22222222222222213,
"mbpp_plus": 0.21428571428571425,
"arc_challenge": 0.5,
"openbookqa_test": 0.09756097560975632
},
"all": {
"gsm_hard": 0.038461538461538394,
"gsm8k_test_500": 0.06250000000000001,
"mbpp_test_held": 0.22222222222222213,
"mbpp_plus": 0.22857142857142862,
"arc_challenge": 3.0,
"openbookqa_test": 0.012195121951219795
}
},
"selected_top3": {
"math-only": {
"gsm_hard": [
"math_counting_easy",
"multiarith",
"math_algebra_easy"
],
"gsm8k_test_500": [
"math_counting_easy",
"multiarith",
"math_algebra_easy"
],
"mbpp_test_held": [
"math_counting_easy",
"multiarith",
"math_algebra_easy"
],
"mbpp_plus": [
"math_counting_easy",
"multiarith",
"math_algebra_easy"
],
"arc_challenge": [
"math_counting_easy",
"multiarith",
"math_algebra_easy"
],
"openbookqa_test": [
"math_counting_easy",
"multiarith",
"math_algebra_easy"
]
},
"code-only": {
"gsm_hard": [
"mbpp_sanitized",
"humaneval",
"mbpp"
],
"gsm8k_test_500": [
"mbpp_sanitized",
"humaneval",
"mbpp"
],
"mbpp_test_held": [
"mbpp_sanitized",
"humaneval",
"mbpp"
],
"mbpp_plus": [
"mbpp_sanitized",
"humaneval",
"mbpp"
],
"arc_challenge": [
"mbpp_sanitized",
"humaneval",
"mbpp"
],
"openbookqa_test": [
"mbpp_sanitized",
"humaneval",
"mbpp"
]
},
"science-only": {
"gsm_hard": [
"mmlu_high_school_physics",
"mmlu_elementary_math",
"mmlu_high_school_biology"
],
"gsm8k_test_500": [
"mmlu_high_school_physics",
"mmlu_elementary_math",
"mmlu_high_school_biology"
],
"mbpp_test_held": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math"
],
"mbpp_plus": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math"
],
"arc_challenge": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math"
],
"openbookqa_test": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math"
]
},
"math+code": {
"gsm_hard": [
"math_counting_easy",
"mbpp_sanitized",
"humaneval"
],
"gsm8k_test_500": [
"math_counting_easy",
"mbpp_sanitized",
"humaneval"
],
"mbpp_test_held": [
"mbpp_sanitized",
"math_counting_easy",
"humaneval"
],
"mbpp_plus": [
"mbpp_sanitized",
"humaneval",
"math_counting_easy"
],
"arc_challenge": [
"math_counting_easy",
"mbpp_sanitized",
"humaneval"
],
"openbookqa_test": [
"mbpp_sanitized",
"math_counting_easy",
"humaneval"
]
},
"all": {
"gsm_hard": [
"math_counting_easy",
"mbpp_sanitized",
"mmlu_high_school_physics"
],
"gsm8k_test_500": [
"math_counting_easy",
"mbpp_sanitized",
"mmlu_high_school_physics"
],
"mbpp_test_held": [
"mbpp_sanitized",
"math_counting_easy",
"humaneval"
],
"mbpp_plus": [
"mbpp_sanitized",
"humaneval",
"math_counting_easy"
],
"arc_challenge": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math"
],
"openbookqa_test": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mbpp_sanitized"
]
}
},
"best_pool_by_domain": {
"math": {
"best_anchor_pool": "science-only",
"score": 0.06670673076923073,
"top3_selections": {
"gsm_hard": [
"mmlu_high_school_physics",
"mmlu_elementary_math",
"mmlu_high_school_biology"
],
"gsm8k_test_500": [
"mmlu_high_school_physics",
"mmlu_elementary_math",
"mmlu_high_school_biology"
]
}
},
"code": {
"best_anchor_pool": "code-only",
"score": 0.34365079365079365,
"top3_selections": {
"mbpp_test_held": [
"mbpp_sanitized",
"humaneval",
"mbpp"
],
"mbpp_plus": [
"mbpp_sanitized",
"humaneval",
"mbpp"
]
}
},
"science": {
"best_anchor_pool": "science-only",
"score": 1.8048780487804879,
"top3_selections": {
"arc_challenge": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math"
],
"openbookqa_test": [
"mmlu_high_school_physics",
"mmlu_high_school_biology",
"mmlu_elementary_math"
]
}
}
},
"heldout_names": [
"gsm_hard",
"gsm8k_test_500",
"mbpp_test_held",
"mbpp_plus",
"arc_challenge",
"openbookqa_test"
]
}
}