We are proud to offer the Sama-Coco dataset, a relabelling of the Coco-2017 dataset by our own in-house Sama associates (here’s more information about our people!). We invite the Machine Learning (ML) community to use it for anything you would like to do – all free of charge and ungated.
This is part of our ongoing effort to redefine data quality for the modern age, and to contribute to the wider research and development efforts of the ML community. Here are the ungated links to the two datasets (both covered by the Creative Commons license) so that you can get started right away.


The adult fantasy RPG Under the Witch (also known as Hero's Journey on Steam) has recently undergone significant structural and platform updates. Platform and Development Shift
Development has largely shifted focus toward the sequel project, Under the Witch: Gothic.
News Hub: Developers have transitioned from Patreon to Fanbox for the latest news and updates, citing feedback regarding specific character directions in recent builds.
Accessibility: While the game was originally Under the Witch: Beginnings, it was rebranded on Steam to comply with platform regulations. Key Gameplay Features
Combat and Mechanics: A turn-based battle system where players take on the role of a warrior protecting their soul from "The Dealer". The game is noted for its high difficulty, with some community members jokingly comparing it to Elden Ring.
Customization: Players can unlock and change outfits for various characters met throughout the world.
Availability: It remains available as a DRM-free title on platforms like ZOOM Platform and Kagura Games. Content Overview The current version typically includes: Episode 0: The initial battle against the Dealer.
Episode 1: The story of Alice rescuing the hero and his journey to regain his pride.
Technical Support: Multi-language support is available, often adjustable via a separate "Language_setup.exe" in the installation directory. Under The Witch
The most contested change in Under the Witch: Updated is the revision of the Willpower System.
This shift moves the game from a survival horror dynamic to a psychological thriller. You are no longer just trying to survive the witch; you are deciding what kind of person you become under her influence.
Q: Is the update free? A: Yes, for all existing owners. The price of the base game will increase next month, so buying now locks in the lower price.
Q: Does the update add new "adult" scenes? A: Yes. The update adds 7 new scenes, including 3 that are exclusive to the "Corruption" path. under the witch updated
Q: My anti-virus flags the new .exe file. A: This is a false positive common with Ren'Py/Python based visual novels. Add the folder to your exceptions list. The developer has submitted the file to Microsoft for whitelisting.
Stay tuned to this space for a full guide to the "Umbral Rite" choices and how to unlock the secret ending in the Under the Witch updated version.
Have you played the new update? Let us know your thoughts in the comments below.
As of April 2026, the adult RPG Under the Witch (also known as Hero's Journey on Steam) has seen significant development shifts. The original game, now often referred to as Under the Witch: Beginnings
, has largely concluded its content updates to make way for the upcoming sequel, Under the Witch: Gothic . Development Status & Platforms
Hero's Journey (Under the Witch: Beginnings): This version includes Episodes 0 and 1. While minor bug fixes and localization updates have occurred as recently as early 2026, the developer, NumericGazer, has stated no further major episodes will be added to this specific title. Under the Witch: Gothic
: Currently in active development, this "Episode 2" is planned as a much larger standalone game featuring approximately 10 new witches.
News Platform Shift: Due to policy issues and feedback on Steam, the developer has shifted primary news updates to Fanbox. Game Features
The core gameplay remains a mix of adult fantasy and structured RPG mechanics.
Turn-Based Combat: Players engage in battles against powerful witches, such as "The Dealer," where losing triggers specific sexual scenes.
Semi-Open World: Episode 1 allows players to explore a forest hub, interact with NPCs like Alice and Herba, and complete sub-quests.
Customization & Items: Players can manage an inventory, buy equipment, and change the outfits of various characters. The adult fantasy RPG Under the Witch (also
Adult Themes: The game features heavy "femdom" and BDSM themes, including full nudity and various fetish acts. Availability
PC Platforms: The game is available DRM-free for Windows on Kagura Games and ZOOM Platform.
GOG Version: An entry exists in the GOG Database with price history tracking, though its store availability can fluctuate.
Steam (Hero's Journey): This version is the primary way to access the game on Steam, though it uses an alternate title to comply with platform guidelines. Under the Witch - Kagura Games
Based on the title provided, this paper focuses on the adult video game "Under the Witch" developed by Numeric Gamer.
Because the phrase "Updated" usually refers to the ongoing development cycle of the game, specifically the large transition from its initial "Demo" or "Act 1" state to the newer versions (often referred to as the "Discounted" or "Complete" builds on platforms like Steam), this paper will analyze the game’s mechanics, its evolution through updates, and its position within the role-playing game (RPG) genre.
Under the Witch (Updated) is a dark, atmospheric fantasy that tightens its narrative and deepens character dynamics from the original release. This updated edition is worth checking out for both newcomers and returning readers.
Strengths
Weaknesses
Who it's for
Bottom line The updated Under the Witch refines an already promising story—better pacing, clearer stakes, and richer worldbuilding make this edition the definitive one to read. If you appreciated the original or enjoy moody, character-focused fantasy, this updated version is recommended.
Under the Witch (also known as Hero’s Journey on Steam or Under the Witch: Beginnings) is an adult fantasy RPG developed by Jun Takahashi (NumericGazer) [16, 17]. The game has recently seen significant shifts in its development roadmap, platform availability, and overall scope. Latest Updates & Development Status Original: A simple decay/punishment loop
Platform Shift: Due to policy restrictions and content feedback, the developer has largely moved development updates to Fanbox and other private platforms [13, 20]. The version on Steam is titled Hero’s Journey to comply with storefront guidelines [17, 27].
Gothic Version: A newer project, Under the Witch: Gothic, is currently in active development (Alpha stage as of late 2024–2025) [13, 20]. It features updated 3D environments, such as "Kuro's Room," and uses Unreal Engine 4 for enhanced visuals [11, 20].
Content Expansion: Recent updates have introduced new narrative paths involving characters like August Rose O'Bare and complex "Questing" systems that allow for companion-based progression [25]. Gameplay & Mechanics
The game is a blend of turn-based RPG combat and adult simulation [16, 17].
Combat System: Players engage in strategic, magic-based battles where they must manage stamina and willpower to resist a powerful witch (The Dealer) [16]. Structure:
Episode 0: Acts as a prologue where the hero faces the witch's initial temptations [16].
Episode 1: Follows the protagonist's rescue by a character named Alice and his journey to regain his pride and strength [16].
Customization: The game includes an inventory system, skills to unlock, and the ability to change character outfits [16]. Technical Requirements
If you are planning to play the updated versions, ensure your system meets these minimum specs [22]: OS: Windows 7/10/11 Processor: Intel i5 or higher Memory: 8 GB RAM Graphics: DX11+ compatible card Where to Find the Game
Steam: Search for Hero's Journey (this version is often censored or modified) [17, 27].
Third-Party Stores: The game is available on ZOOM Platform and was previously hosted on Kagura Games [16, 22].
Developer Support: Most "cutting-edge" updates and the Gothic alpha are accessible via the creator's Fanbox or Patreon [13, 20].
Unlike most narrative games, the updated version includes a “Karmic Trap”: attempts to save everyone inevitably lead to a worse total outcome than choosing a consistent side. This anti‑utopian design forces players to abandon completionist ethics. Early player tests (N=120, unpublished) showed that 68% restarted at least once after discovering this, suggesting the update successfully destabilizes heroic gaming conventions.