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 |
Published: May 2026 | Reading Time: 7 minutes
If you have spent any time in the Roblox horror community, you know that The Mimic (created by MUCDICH) is a staple. Known for its terrifying atmosphere, challenging puzzles, and unforgiving boss fights, it has garnered a massive player base. Consequently, the search for shortcuts is endless.
One of the hottest search queries in early 2025/2026 is "new the mimic script pastebin 2025 auto w verified".
But what does this string of keywords actually mean? Is it a golden ticket to unlocking every chapter, or a digital trap waiting to ban your account? new the mimic script pastebin 2025 auto w verified
In this article, we will break down every component of this search term, explore the risks and rewards, and provide you with everything you need to know before pasting any code into your executor.
Instead of risking your Roblox account, here’s what you can do:
If your goal is simply to beat The Mimic without spending 12 hours on the "Tales of the Tsunami" chapter, you have options that won't get you banned. Published: May 2026 | Reading Time: 7 minutes
Unlike simple auto-clickers, the new 2025 auto-w script interacts with the game’s Remote Events. Here is how it actually operates step-by-step:
Important Note for 2025: Scripts that fail to bypass the new "Heartbeat Check" will result in an immediate Error Code 268 or 6 kick.
Instead of a script, look for "Verified Carry" services on the official The Mimic Discord. Players use alt accounts to clear the map while you stand in a safe zone. This is 100% script-free, human-powered, and actually works. Instead of risking your Roblox account, here’s what
The Mimic developers use a server-side verification system. If you teleport from the spawn to the end in 0.2 seconds, the server logs that. While a "verified" script might spoof latency, repeated use leads to a Data Wipe. The game doesn't always ban you; sometimes it simply resets your skin collection and chapter progress to zero.
The Mimic (2021) is a cooperative horror game requiring precise timing and puzzle-solving. Since 2024, a parallel economy of Lua scripts has emerged, promising automated completion. By 2025, Pastebin became the primary distribution vector for these exploits, with "auto w/ verified" emerging as a key marketing phrase.
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.