The EUREQA dataset
In EUREQA, every question is constructed through an implicit reasoning chain. The chain is constructed by parsing DBPedia. Each layer comprises three components: an entity, a fact about the entity, and a relation between the entity
and its counterpart from the next layer. The layers stack up to create chains with different depths of reasoning. We verbalize reasoning chains into natural sentences and anonymize the entity of each layer to create the question.
Questions can be solved layer by layer and each layer is guaranteed a unique answer. EUREQA is not a knowledge game: we adopt a knowledge filtering process that ensures that most LLMs have sufficient world knowledge to answer our questions.
EUREQA comprises a total of 2,991 questions of different reasoning depths and difficulties. The entities encompass a broad spectrum of topics, effectively reducing any potential bias arising from specific entity categories.
These data are great for analyzing the reasoning processes of LLMs
PerformanceHere we present the accuracy of ChatGPT, Gemini-Pro and GPT-4 on the hard set of EUREQA across different depths d of reasoning (number of layers in the questions). We evaluate two prompt strategies: direct zero-shot prompt and ICL with two examples. In general, with the entities recursively substituted by the descriptions of reasoning chaining layers, and therefore eliminating surface-level semantic cues, these models generate more incorrect answers. When the reasoning depth increases from one to five on hard questions, there is a notable decline in performance for all models. This finding underscores the significant impact that semantic shortcuts have on the accuracy of responses, and it also indicates that GPT-4 is considerably more capable of identifying and taking advantage of these shortcuts.
| depth | d=1 | d=2 | d=3 | d=4 | d=5 | |||||
| direct | icl | direct | icl | direct | icl | direct | icl | direct | icl | |
| ChatGPT | 22.3 | 53.3 | 7.0 | 40.0 | 5.0 | 39.2 | 3.7 | 39.3 | 7.2 | 39.0 |
| Gemini-Pro | 45.0 | 49.3 | 29.5 | 23.5 | 27.3 | 28.6 | 25.7 | 24.3 | 17.2 | 21.5 |
| GPT-4 | 60.3 | 76.0 | 50.0 | 63.7 | 51.3 | 61.7 | 52.7 | 63.7 | 46.9 | 61.9 |
In the bustling streets of Tokyo, a group of friends stumbled upon an intriguing text message on their phones. The message read: "STEINS-GATE EN -ENGLISH- IPA Cracked for iOS Free." The group, consisting of Rintarou, Kurisu, Mayuri, Itaru, and Suzuha, were all fans of the popular visual novel game, Steins;Gate. Curious about the message, Rintarou, a self-proclaimed tech enthusiast, decided to investigate further. He gathered his friends and they began to discuss the possibilities of a cracked version of the game for iOS devices. As they explored the online world, they stumbled upon a website offering the cracked version of Steins;Gate in English, complete with IPA (International Phonetic Alphabet) pronunciation guides. The group was thrilled at the prospect of playing the game in English, but also wary of the potential risks of downloading cracked software. Mayuri, being the optimistic one, encouraged the group to give it a try. "It'll be fun! We can play the game together and experience the thrilling story of Okabe and his friends," she exclaimed. Itaru, however, was more cautious. "Guys, we shouldn't be doing this. Downloading cracked software can be harmful to our devices and compromise our personal data." Despite Itaru's warnings, the group decided to proceed with the download. As they installed the cracked version of Steins;Gate, they noticed that the game worked seamlessly on their iOS devices. As they began to play the game, they were transported to a world of time travel, alternate universes, and thrilling mysteries. The English version, complete with IPA pronunciation guides, made the experience even more immersive. However, as they progressed through the game, they started to notice strange occurrences. The game's storyline seemed to be altering, and the characters' dialogue was changing. It was as if the cracked version of the game had its own agenda. Suddenly, the group's phones began to receive mysterious text messages, similar to the one that initially caught their attention. The messages read: "You've uncovered the truth. Now, be prepared for the consequences." The group realized that they had stumbled into something much bigger than themselves. They were now entangled in a web of time travel, cause and effect, and the consequences of their actions. As they navigated the game's complex storyline, they began to uncover the truth behind the cracked version of Steins;Gate. They discovered that the creators of the crack had embedded a hidden message, one that would lead them on a journey through time and space. The group's adventure had just begun, and they were determined to uncover the secrets of Steins;Gate, no matter the cost. Some key points of their adventure:
They uncovered a mysterious organization behind the cracked version of the game. They discovered a hidden message that would change their lives forever. They encountered alternate universes and multiple timelines. They had to make difficult choices that would impact the course of their lives.
Their journey through Steins;Gate had become a reality, and they were determined to see it through to the end.
The search for a cracked English IPA for Steins;Gate on iOS often leads to outdated or risky sites, as the official English version has been legally available on the platform for several years. Originally released in Japan, the English localization for iOS arrived in September 2016. Official Availability and Legacy Steins;Gate is a critically acclaimed science-fiction visual novel where players follow a group of students who discover technology capable of changing the past. While early fans had to rely on fan-translated patches for various platforms, the game is now officially localized. App Store (English): The official English version, often titled "STEINS;GATE EN," is available on the Apple App Store . Pricing: At launch, the premium English version was priced at approximately $24.99 . Requirements: The standard version typically requires iOS 15.0 or later for newer listings, though older versions supported devices as far back as iOS 8.0. Risks of Cracked IPAs Searching for "cracked" or "modded" IPAs poses significant risks to your device and data. Malware: Downloaded files from unofficial sources may contain malicious software or spyware. Stability: Users attempting to apply unofficial English patches to Japanese IPAs often report glitches or failures, especially on newer iOS versions. Legal & Ethical: Using cracked software bypasses the developers (5pb. and Nitroplus) who rely on sales to fund future localized titles in the Science Adventure series. Better Alternatives for Mobile Play For those looking to experience the game legally and safely on mobile: STEINS-GATE EN -ENGLISH- IPA Cracked for iOS Fr...
: This is the current official way to play on iOS. It is a re-release managed by Crunchyroll, LLC and is compatible with iOS 15.0 or later. STEINS;GATE ELITE : This version, which uses animation from the anime, is also available on the Steins;Gate Re:Boot : A major remake is scheduled for release in with updated graphics and new story content. While primarily announced for PC (Steam), it represents the next generation of the title. The "Cracked" IPA & Legacy Version The original standalone English port (often sought as an IPA because it no longer appears in search results) was delisted to make way for newer versions like the Crunchyroll Crunchyroll: STEINS;GATE - App Store - Apple
The Search for Steins;Gate on iOS: Why "Cracked IPAs" Aren't the Answer For fans of the "Mad Scientist" Rintaro Okabe, the journey through Steins;Gate is a rite of passage. While the game was originally a sensation on consoles and PC, many players look to experience the story on the go via their iPhone or iPad. However, searching for "Steins;Gate EN IPA Cracked" often leads down a dangerous path of malware and outdated software. The Problem with Cracked (iOS App Store Package) file is the format used for iOS apps. A "cracked" version means the digital rights management (DRM) has been removed so it can be installed without purchasing it from the Apple App Store Why you should avoid them: Security Risks: These files are often hosted on unverified third-party sites and can contain hidden scripts designed to steal your data or compromise your device. Compatibility Issues: Many older cracked versions of Steins;Gate were designed for 32-bit iOS systems and will not run on modern 64-bit devices (iOS 11 and later). Missing Features: Pirated versions frequently lack critical updates, bug fixes, or the "Phone Trigger" system optimizations that make the mobile version unique. A Better Way to Play: Official Releases Instead of risking your device's security, there are now several legitimate ways to play the game on mobile that support the original creators at MAGES. Inc. Steins;Gate Elite This is the fully animated version of the original game, featuring footage from the anime. It is optimized for modern devices and is available on the Crunchyroll: STEINS;GATE Recently, Crunchyroll released a version for mobile subscribers, making it more accessible for fans of the streaming service. Steam (PC/Steam Deck): If you want the most stable English translation with community-made "COZ" patches for the best experience, the Steam version remains the gold standard. Conclusion: El Psy Kongroo The world of Steins;Gate is about the consequences of changing the past. Don't let a "free" download change your phone's future for the worse. Stick to official storefronts to ensure you get the full, polished, and safe experience of this sci-fi masterpiece. Steins;Gate Elite and the original visual novel before you buy? steins;gate 比翼恋理のだーりん - App Store
Subject: A Comprehensive Guide to STEINS-GATE EN -ENGLISH- IPA Cracked for iOS Free Introduction STEINS;GATE, a visual novel that has captured the hearts of many with its intricate storyline, memorable characters, and the blend of science fiction and psychological thriller elements. Originally released in Japan, the game has gained international acclaim, prompting numerous translations and adaptations. For English-speaking fans and those interested in experiencing this critically acclaimed game, the English version (STEINS-GATE EN) has become highly sought after. This guide provides a detailed walkthrough on how to access and enjoy STEINS-GATE EN -ENGLISH- IPA Cracked for iOS for free, focusing on safety, legality, and user experience. Understanding STEINS-GATE Before diving into the guide, it's essential to understand what STEINS-GATE offers: In the bustling streets of Tokyo, a group
Storyline : The game revolves around Rintarou Okabe, a self-proclaimed "Hououin Kyouma" (the legendary mad scientist), and his friend Kurisu Makise, as they travel through time and alter the course of history. Impact : STEINS;GATE has received praise for its engaging narrative, character development, and the consequences of playing with time travel.
What is an IPA Cracked File?
IPA Files : .ipa files are used for iOS applications. They are essentially containers that hold the app and its data. Cracked IPA : A cracked IPA file is a modified version of an app that bypasses the original payment or licensing requirements, allowing users to access premium content for free. He gathered his friends and they began to
Safety and Legality Considerations
Safety : Downloading and installing cracked IPA files can expose your device to security risks, such as malware or data breaches. Legality : While many users download cracked apps, it's worth noting that using them can infringe on copyright laws. Consider supporting developers by purchasing their games.
This website is adapted from Nerfies, UniversalNER and LLaVA, licensed under a Creative Commons Attribution-ShareAlike 4.0 International License. We thank the LLaMA team for giving us access to their models.
Usage and License Notices: The data abd code is intended and licensed for research use only. They are also restricted to uses that follow the license agreement of LLaMA, ChatGPT, and the original dataset used in the benchmark. The dataset is CC BY NC 4.0 (allowing only non-commercial use) and models trained using the dataset should not be used outside of research purposes.