Oolong: Evaluating Long Context Reasoning and Aggregation Capabilities
Paper • 2511.02817 • Published • 2
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You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
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The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
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<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
"ground_truth": {
"answer": "[2]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.NUMERIC_ONE_CLASS",
"task_group": "timeline",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
"ground_truth": {
"answer": "['April 2022']",
"answer_type": "ANSWER_TYPE.MONTH_YEAR",
"task": "TASK_TYPE.RELATIVE_FREQ",
"task_group": "timeline",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
"ground_truth": {
"answer": "[8]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.RELATIVE_FREQ",
"task_group": "timeline",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
"ground_truth": {
"answer": "[1]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.RELATIVE_FREQ",
"task_group": "timeline",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
"ground_truth": {
"answer": "[8]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.MOST_FREQ",
"task_group": "timeline",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/timeline/1024 | {
"ground_truth": {
"answer": "[1]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.MOST_FREQ",
"task_group": "timeline",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
"ground_truth": {
"answer": "['incorrect', 'correct']",
"answer_type": "ANSWER_TYPE.LABEL",
"task": "TASK_TYPE.LEAST_FREQ",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
"ground_truth": {
"answer": "['same frequency as']",
"answer_type": "ANSWER_TYPE.COMPARISON",
"task": "TASK_TYPE.RELATIVE_FREQ",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
"ground_truth": {
"answer": "[5]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.NUMERIC_ONE_CLASS",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 10 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/1024 | {
"ground_truth": {
"answer": "[5]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.NUMERIC_ONE_CLASS",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 1024
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 29 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/2048 | {
"ground_truth": {
"answer": "['incorrect']",
"answer_type": "ANSWER_TYPE.LABEL",
"task": "TASK_TYPE.MOST_FREQ",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 2048
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 29 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/2048 | {
"ground_truth": {
"answer": "['correct']",
"answer_type": "ANSWER_TYPE.LABEL",
"task": "TASK_TYPE.LEAST_FREQ",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 2048
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 29 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/2048 | {
"ground_truth": {
"answer": "['less common than']",
"answer_type": "ANSWER_TYPE.COMPARISON",
"task": "TASK_TYPE.RELATIVE_FREQ",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 2048
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 29 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/2048 | {
"ground_truth": {
"answer": "[4]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.NUMERIC_ONE_CLASS",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 2048
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 29 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/counting/2048 | {
"ground_truth": {
"answer": "[25]",
"answer_type": "ANSWER_TYPE.NUMERIC",
"task": "TASK_TYPE.NUMERIC_ONE_CLASS",
"task_group": "counting",
"dataset": "metaphors",
"context_len": 2048
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
<|im_start|>user
You are a careful analyst that follows instructions precisely and provides accurate answers based on the data provided.
<|memory_start|>
The following lines contain 29 pairs of sentences, one per line. On each line, the first sentence contains a metaphorical statement and the second sentence (separate... | memwrap/oolong-synth/user/2048 | {
"ground_truth": {
"answer": "[64522]",
"answer_type": "ANSWER_TYPE.USER",
"task": "TASK_TYPE.MOST_FREQ",
"task_group": "user",
"dataset": "metaphors",
"context_len": 2048
},
"scoring_function": "oolong_synth",
"variant": "memwrap"
} |
End of preview. Expand in Data Studio
Oolong-Synth (1K-16K context lengths) for Code-LLaVA
Oolong is a challenging aggregation benchmark for long-context models that tests models' ability to analyze individual text chunks and aggregate these analyses to answer distributional questions.
This dataset contains the 1K-16K context lengths subset of Oolong-synth.
Source
- Paper: Oolong: Evaluating Long Context Reasoning and Aggregation Capabilities
- Original Dataset: oolongbench/oolong-synth
Context Lengths
This subset includes samples with context lengths: 1024, 2048, 4096, 8192, 16384 tokens.
Dataset Structure
Two configurations are available:
memwrap: Context window wrapped in<|memory_start|>/<|memory_end|>markersplain: Same content without memory markers (baseline)
Fields
prompt: Chat-templated prompt stringcategory:{variant}/oolong-synth/{task_group}/{context_len}extra_info:ground_truth: Containsanswer,answer_type,task,task_group,dataset,context_lenscoring_function:oolong_synth
Task Types
- Counting tasks: Most frequent label, least frequent label, label count
- Timeline tasks: Temporal distribution questions
- User tasks: User-specific pattern questions
Answer Types
ANSWER_TYPE.LABEL: Categorical labelsANSWER_TYPE.NUMERIC: Numeric countsANSWER_TYPE.COMPARISON: Comparison statementsANSWER_TYPE.DATE: Date answersANSWER_TYPE.MONTH_YEAR: Month-year answersANSWER_TYPE.USER: User IDs
Usage
from datasets import load_dataset
# Load memwrap variant
ds = load_dataset("tonychenxyz/oolong-synth-1k-16k", "memwrap", split="test")
# Filter by task group
counting = ds.filter(lambda x: "counting" in x["category"])
Evaluation
The scorer (oolong_synth) computes:
accuracy: Exact match for categorical, date match for datespartial_score: For numeric answers, uses exponential decay: 0.75^|gold - pred|
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