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End of preview. Expand
in Data Studio
Multi-Query Joint Recall Synthetic Dataset (Tokenized)
Tokenized multi-query joint recall synthetic dataset, introduced in the paper Overcoming Long-Context Limitations of State-Space Models via Context-Dependent Sparse Attention. This dataset is used for the synthetic experiments described in the paper Section 5.1.
Joint recall extends associative recall to context-dependent key-value association. Please refer to Figure 1 and 2 in the paper for the comparison between associative recall and joint recall.
Sequence layout
Each datapoint is a fixed-length, padded sequence of token IDs:
[bos]
[context]
[key] [value] [key] [value] ... [key] [value]
[context]
[key] [value] [key] [value] ... [key] [value]
...
[context]
[key] [value] [key] [value] ... [key] [value]
[sep]
[context]
[key] [value] [key] [value] ... [key] [value]
[context]
[key] [value] [key] [value] ... [key] [value]
...
[context]
[key] [value] [key] [value] ... [key] [value]
[pad] ... [pad]
- The top half (before [sep]) is the information component: it contains multiple blocks. Each block begins with a [context] token and is followed by all its [key] [value] pairs.
- The bottom half (after [sep] and before [pad]) is the inquiry component: it permutes the same contexts and keys, and the objective is to predict the corresponding values conditioned on the (context, key).
Vocabulary / ID ranges
| Symbol | IDs |
|---|---|
| bos | 1 |
| sep | 4 |
| pad | 3 |
| context | [42, 57] |
| key | [26, 41] |
| value | [10, 25] |
Mask for Next Token Prediction
We also provide a per-token mask that marks the positions at which the next token should be predicted (i.e., key tokens in the inquiry component):
[0]
[0]
[0] [0] [0] [0] ... [0] [0]
[0]
[0] [0] [0] [0] ... [0] [0]
...
[0]
[0] [0] [0] [0] ... [0] [0]
[0]
[0]
[1] [0] [1] [0] ... [1] [0]
[0]
[1] [0] [1] [0] ... [1] [0]
...
[0]
[1] [0] [1] [0] ... [1] [0]
[0] ... [0]
- Important note: Some Huggingface models compute next-token loss by shifting labels internally. If your model expects a label mask over values (not over keys), then shift the provided mask by +1 so that value positions are selected.
Citation
If you find this dataset useful, please cite:
@misc{zhan2025overcoming,
title = {Overcoming Long-Context Limitations of State-Space Models via Context-Dependent Sparse Attention},
author = {Zhan, Zhihao and Zhao, Jianan and Zhu, Zhaocheng and Tang, Jian},
year = {2025},
eprint = {2507.00449},
archivePrefix = {arXiv},
primaryClass = {cs.LG},
url = {https://arxiv.org/abs/2507.00449}
}
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