--- license: other language: en pretty_name: "Webnovel Narrative Emotion β€” 7c Core Stable (No-fee, Access Request)" tags: - gated - research-only - non-commercial - schema-stable - reproducible - 7c - narrative - emotion - vad - webnovel - arr status: active schema_version: "1.7c.core-arr" gated: true task_categories: [text-classification] task_ids: [sentiment-classification] size_categories: ["n<1K"] extra_gated_prompt: | No-fee access for academic & non-commercial research (ARR). Access is provided via a short request-and-approval flow. Please share your intended use. extra_gated_fields: Full name: text Organization / Affiliation: text Intended use: type: select options: - Academic research - Education - Evaluation - Other I agree to the JsisOn License (ARR): checkbox I will not attempt anchor reconstruction: checkbox see_also: - "https://huggingface.co/datasets/jsisonou/webnovel-narrative-emotion-free-5c" --- > **Try the PV Peak/Valley Explorer** > πŸ”— **PV Radar (Beta) Space**: https://huggingface.co/spaces/jsisonou/narrative-engine-pv-radar-beta > Use this dataset’s sample files to test: > - **Curve Mode**: upload `book_curve.scene.csv` β†’ Run > - **Text Mode**: paste one scene per line β†’ Run > You’ll get `pv_pred` (per-scene labels), `arc_summary` (global peak/valley), and score curves. > *Assistive only; human-in-the-loop. No model weights or training recipes are exposed.* --- ⚠️ This repository is no longer maintained. πŸ‘‰ Please visit the new repository: [Narrative Engine Emotion (7c)](https://huggingface.co/datasets/jsisonou/narrative-engine-emotion-7c) Latest: v1_0 Β· vol01 Β· ep001 β€” 7c updated (N scenes). No-fee β€’ Research-only β€’ Access request required. **No-fee (access request). Research-only.** Includes 5c columns plus `conf` and `plot_break`. For a public sample, see the [5c Research Pack](https://huggingface.co/datasets/jsisonou/webnovel-emotion-5c-free). --- This is the 7c Core Stable edition (Free, Gated) under the JsisOn License (ARR). It contains the emotion curve only (CSV) with the same 7 fields across releases; schema-stable and reproducible. For open exploration see 5c Free; for richer yet stable coverage, 15c Extended (superset). > **Anchor Non-Disclosure (ARR)** > This edition does **not** include numeric lexicon anchors. > Per-scene VAD values are **pre-snap continuous estimates**, not label anchor coordinates. ## Why 7c (vs 9c) - Fixed 7 columns, zero-NA policy, range-checked β†’ downstream-stable. - Internal thresholds/distances are not exposed β†’ IP-safe. - Curve-only CSV; no JSONL scenes or full text. - Fixed lexicon version (JS-LEX core100 v1) β†’ stable labels across releases. - Labels use stable identifiers; the mapping is provided in `lexicon/core100.v1.bin.tsv`. ## Schema (7 columns) scene_idx | valence | arousal | dominance | label | conf | plot_break ## Sample (CSV) scene_idx,valence,arousal,dominance,label,conf,plot_break 1,0.5,0.5,0.5,longing,0.595939,1 2,0.7,0.6,0.6,interest,1,0 3,0.2,0.8,0.4,tension,1,0 4,0.7,0.6,0.6,interest,1,0 5,0.45,0.875,0.35,astonishment,0.589674,0 - **Fields** - `scene_idx` (int) β€” **1-based** index within the episode - `label` (string) β€” primary emotion from **JS-LEX core100 v1** (see `lexicon/core100.v1.bin.tsv`) - `conf` (float, 0..1) β€” confidence for `label` - `valence` (float, 0..1) - `arousal` (float, 0..1) - `dominance` (float, 0..1) - `plot_break` (boolean: 0/1) ## Files - data/`7c_curve.csv` β€” per-scene emotion curve (7 cols) - schema/`public_contract.schema.json` β€” public interface (no implementation details) - docs/`LICENSE.txt` β€” JsisOn License (ARR) terms - docs/`GATED_POLICY.md` β€” access terms - lexicon/`core100.v1.bin.tsv` # Lexicon (core100.v1) - We provide a minimal, non-numeric VAD lexicon to ensure reproducibility without exposing raw anchors. - **File**: `lexicon/core100.v1.bin.tsv` (UTF-8, TSV) - **Columns**: `label, V_bin, A_bin, D_bin, direction` - **Bins**: `VL, L, M, H, VH` (five ordered levels around the neutral anchor) - **Neutral anchor**: conceptually (0.5, 0.5, 0.5) β€” choose midpoints per your protocol. - **Version**: `core100.v1` - **License**: research-only (no redistribution / no training without consent) - Exact numeric anchors are reserved to the Pro edition; - attempts to reconstruct anchors are not permitted under ARR. **Reconstruction (optional, by user)** Researchers may map bins to numeric midpoints (e.g., a 5-level scale) in their own code/protocol to derive approximate VAD values for analysis. This dataset intentionally does not include numeric coordinates. # **Dataset Summary** 7-column VAD core for research and prototyping. No source text. Derived from Batalstone vol.1 pipeline (`vad@1.0.0`, JS-LEX core100). # **Access & Gating** This is a **Gated Free** dataset under the **JsisOn License (ARR)**. - **Allowed (non-commercial only):** academic research, evaluation, and model training for research. - **Prohibited:** commercial training/deployment, resale, sublicensing, redistribution. Access is free after approval on the Hub (request access and accept ARR terms). # **Data Structure** ``` . β”œβ”€ data/ β”‚ └─ 7c_curve.csv β”œβ”€ schema/ β”‚ └─ public_contract.schema.json β”œβ”€ lexicon/ β”‚ └─ core100.v1.bin.tsv β”œβ”€ docs/ β”‚ β”œβ”€ LICENSE.txt β”‚ └─ GATED_POLICY.md ``` - VAD fields are pre-snap continuous estimates; - numeric lexicon anchors are not part of this edition. --- ## B. Schema (public) `schema/public_contract.schema.json` ```json { "$schema": "https://json-schema.org/draft/2020-12/schema", "$id": "https://schemas.jsison.com/batalstone/curve_7c_core.arr.v1.json", "title": "Batalstone 7c Core Stable β€” Curve Only (ARR)", "description": "No numeric lexicon anchors are included; VAD fields are pre-snap continuous estimates.", "type": "object", "required": ["scene_idx","valence","arousal","dominance","label","conf","plot_break"], "properties": { "scene_idx": { "type": "integer", "minimum": 1, "description": "1-based scene index" }, "valence": { "type": "number", "minimum": 0.0, "maximum": 1.0 }, "arousal": { "type": "number", "minimum": 0.0, "maximum": 1.0 }, "dominance": { "type": "number", "minimum": 0.0, "maximum": 1.0 }, "label": { "type": "string", "description": "Primary emotion (JS-LEX core100 v1). See lexicon/core100.v1.bin.tsv (non-numeric bins)." }, "conf": { "type": "number", "minimum": 0.0, "maximum": 1.0 }, "plot_break":{ "description": "0/1 in CSV; cast to boolean by readers", "oneOf":[{"type":"integer","enum":[0,1]},{"type":"boolean"}] } }, "additionalProperties": false } ``` ``` from datasets import load_dataset, Features, Value features = Features({ "scene_idx": Value("int32"), "valence": Value("float32"), "arousal": Value("float32"), "dominance": Value("float32"), "label": Value("string"), "conf": Value("float32"), "plot_break":Value("bool"), }) ds = load_dataset("jsisonou/webnovel-narrative-emotion", data_files="data/7c_curve.csv", split="train", features=features) ``` | Edition | Columns | Access | Purpose | Why choose it | | ------------------------- | --------------: | ---------------- | ---------------------------------- | ------------------------------------------------------- | | 9c Preview (archived) | 9 + diagnostics | archived | historical preview | experimental fields; unstable | | **7c Core (gated, free)** | **7** | gated-free (ARR) | **research & evaluation standard** | **stable schema, zero-NA, fixed lexicon, reproducible** | | 5c Free | 5 | public | quick baselines | ultra-light, open | # **Intended Use & Limitations** Research, benchmarking, prototyping. **Non-commercial model training and evaluation are allowed**; any commercial use requires a separate written agreement (see **License**). # **License** **LicenseRef-JsisOn (ARR)** β€” full text in `docs/LICENSE.txt`. Summary: https://js-is-on.com/licenses/1.0/ (Non-commercial research/review only; no redistribution, sublicensing, or commercial training/deployment.) --- Contact: [ai@batalstone.com](mailto:ai@batalstone.com) β†’ [5c Research Pack](https://huggingface.co/datasets/jsisonou/webnovel-emotion-5c-free) --- # **Changelog** `1.0.0` β€” Initial 7c Core Stable (no-TH). Supersedes legacy 9c preview. @dataset{batalstone_emotion_7c_core_arr_2025, author = {Liia Black}, title = {Webnovel Narrative Emotion β€” 7c Core Stable (Gated, Free)}, year = {2025}, publisher = {JsisOn OÜ} }