Summer Mix By Dj Mutesa Pro Vol 120 Jun 2026

Are LLMs following the correct reasoning paths?

Bangzheng Li, Ben Zhou, Fei Wang, Xingyu Fu, Dan Roth, Muhao Chen,

▶ University of California, Davis ▶ University of Pennsylvania   ▶ University of Southern California
arXiv Code Dataset

We propose a novel probing method and benchmark called EUREQA. EUREQA is an entity-searching task where a model finds a missing entity based on described multi-hop relations with other entities. These deliberately designed multi-hop relations create deceptive semantic associations, and models must stick to the correct reasoning path instead of incorrect shortcuts to find the correct answer. Experiments show that existing LLMs cannot follow correct reasoning paths and resist the attempt of greedy shortcuts. Analyses provide further evidence that LLMs rely on semantic biases to solve the task instead of proper reasoning, questioning the validity and generalizability of current LLMs’ high performances.

summer mix by dj mutesa pro vol 120
LLMs make errors when correct surface-level semantic cues-entities are recursively replaced with descriptions, and the errors are likely related to token similarity. GPT-3.5-turbo is used for this example.

summer mix by dj mutesa pro vol 120 The EUREQA dataset

Download the dataset from [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

Image 1
Categories of entities in EUREQA
Image 2
Splits of questions in EUREQA.

Summer Mix By Dj Mutesa Pro Vol 120 Jun 2026

Overall, the "Summer Mix by DJ Mutesa Pro Vol 120" is a solid addition to the DJ's discography. It's a well-crafted mix that's sure to please fans of summer music and dance music enthusiasts alike.

Smooth, atmospheric pads and steady, driving grooves.

: The mix typically highlights the "Ug Fresh" sound, featuring top-tier Ugandan artists alongside international stars like Sean Paul or Burna Boy who frequently appear in his other summer volumes.

The first third of the mix focuses on mid-tempo grooves, allowing listeners to settle in and catch a vibe.

The mix opens with mid-tempo Afro-house and smooth Amapiano tracks. This segment mimics the feeling of a late afternoon by the pool—relaxed, melodic, and warm. The vocals are soulful, inviting listeners to settle into the rhythm. 2. Peak Mid-Day Energy (The Club Heat)

DJ Mutesa Pro balances commercial accessibility with underground credibility. Vol 120 honors this signature style through a carefully crafted emotional arc. The mix opens with breezy, melodic tropical house and smoothly transitions into high-octane club anthems.

summer mix by dj mutesa pro vol 120 Analyses and discussion

Overall, the "Summer Mix by DJ Mutesa Pro Vol 120" is a solid addition to the DJ's discography. It's a well-crafted mix that's sure to please fans of summer music and dance music enthusiasts alike.

Smooth, atmospheric pads and steady, driving grooves.

: The mix typically highlights the "Ug Fresh" sound, featuring top-tier Ugandan artists alongside international stars like Sean Paul or Burna Boy who frequently appear in his other summer volumes.

The first third of the mix focuses on mid-tempo grooves, allowing listeners to settle in and catch a vibe.

The mix opens with mid-tempo Afro-house and smooth Amapiano tracks. This segment mimics the feeling of a late afternoon by the pool—relaxed, melodic, and warm. The vocals are soulful, inviting listeners to settle into the rhythm. 2. Peak Mid-Day Energy (The Club Heat)

DJ Mutesa Pro balances commercial accessibility with underground credibility. Vol 120 honors this signature style through a carefully crafted emotional arc. The mix opens with breezy, melodic tropical house and smoothly transitions into high-octane club anthems.

Acknowledgement

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.