Datasets:

Modalities:
Text
Formats:
text
ArXiv:
Libraries:
Datasets
License:
VivldArc commited on
Commit
4b9b015
·
verified ·
1 Parent(s): d6e2a37

Upload README.md

Browse files
Files changed (1) hide show
  1. README.md +58 -0
README.md CHANGED
@@ -1,3 +1,61 @@
1
  ---
2
  license: mit
3
  ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
  ---
2
  license: mit
3
  ---
4
+
5
+ # LitVISTA: A Benchmark for Narrative Orchestration in Literary Text
6
+
7
+ **[Paper (arXiv:2601.06445)](https://arxiv.org/abs/2601.06445)**
8
+ ## 📖 Overview
9
+
10
+ **LitVISTA** is a structurally annotated benchmark designed to evaluate the **narrative orchestration** capabilities of Large Language Models (LLMs). Unlike traditional benchmarks that focus on causal coherence or local semantics, LitVISTA maps stories into a high-dimensional representational framework called **VISTA Space**.
11
+
12
+ It focuses on how narrative events (Verbs+) serve distinct structural roles—**Impulses**, **Resonances**, and **Pauses**—to create the pacing, tension, and rhythm inherent in human-authored literature.
13
+
14
+ ## 🗂️ Dataset Structure
15
+
16
+ The dataset is organized into `train`, `val`, and `test` splits (8:1:1 ratio). Each entry consists of two files:
17
+
18
+ * `.txt` file: The raw literary text (sourced from LitBank/Project Gutenberg).
19
+ * `.ann` file: The structural annotations in a tab-separated format.
20
+
21
+ ### Annotation Format
22
+
23
+ Each line in the `.ann` file follows this structure:
24
+ `Index` | `Anchor Topology` | `Offset` | `Verb+` | `Narrative Dependency`
25
+ :--- | :--- | :--- | :--- | :---
26
+ **0** | **Resonance** | 376,381 | Smoke | 49
27
+
28
+ 1. **Index**: The unique identifier for the narrative anchor.
29
+ 2. **Anchor Topology**: The functional role within VISTA Space:
30
+ * **Impulse ($\mathcal{V}_I$)**: Plot drivers that form the narrative backbone and advance the plot to a new stage ($\tau \rightarrow \tau+1$).
31
+ * **Resonance ($\mathcal{V}_R$)**: Descriptive expansions that provide texture and context without advancing the plot stage ($\tau \rightarrow \tau+\delta$).
32
+ * **Pause ($\mathcal{V}_P$)**: Vertical intensity markers that freeze narrative time to dive into psychology or micro-details ($\tau \rightarrow \tau$).
33
+ 3. **Offset**: Character-level start and end positions of the anchor in the source text.
34
+ 4. **Verb+**: The textual anchor (canonical verbs or event-denoting nominals like "marriage").
35
+ 5. **Narrative Dependency**: The ID of the parent node, defining the global structural backbone or recursive attachments.
36
+
37
+ ## 📊 Key Statistics
38
+
39
+ | Metric | Train | Val | Test |
40
+ | --- | --- | --- | --- |
41
+ | Avg. Length (Tokens) | 10.2k | 9.9k | 10.7k |
42
+ | Predominant Role | Resonance | Resonance | Resonance |
43
+ | Complexity | High cross-dependency and long-range narrative relations. | | |
44
+
45
+ ## 🚀 Task: Narrative Structure Reconstruction
46
+
47
+ The core task is to reconstruct the narrative topology. In the **Oracle Setting**, models are provided with the text and the `Verb+` anchors and must predict the `Anchor Topology` and `Narrative Dependency` (Head) for each.
48
+
49
+ ## 📝 Citation
50
+
51
+ If you use this dataset, please cite our work:
52
+
53
+ ```bibtex
54
+ @article{lu2026litvista,
55
+ title={LitVISTA: A Benchmark for Narrative Orchestration in Literary Text},
56
+ author={Lu, Mingzhe and Wang, Yiwen and Liu, Yanbing and You, Qi and Liu, Chong and others},
57
+ journal={arXiv preprint arXiv:2601.06445},
58
+ year={2026}
59
+ }
60
+
61
+ ```