Incidente | Em Antares Filme Extra Quality

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.

incidente em antares filme extra quality
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.

incidente em antares filme extra quality 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.

Incidente | Em Antares Filme Extra Quality

Here's some extra quality content about the movie:

The story takes place in the fictional town of Antares, where a strange phenomenon occurs: all the inhabitants die simultaneously, but their souls don't leave their bodies. The film explores the consequences of this event, delving into themes of existentialism, spirituality, and the human condition.

"Incidente em Antares" received critical acclaim and won several awards, including the Best Film award at the 1999 Brazilian Cinema Grand Prize. The movie also premiered at the 1999 Cannes Film Festival, further solidifying its international recognition. incidente em antares filme extra quality

"Incidente em Antares" is a Brazilian science fiction film released in 1999, directed by Glauber Rocha and based on a novel of the same name by writer Gonçalves Dias.

You're looking for information about the movie "Incidente em Antares" (Incident in Antares) with extra quality content! Here's some extra quality content about the movie:

"Incidente em Antares" is considered a landmark film in Brazilian cinema, pushing the boundaries of science fiction and exploring complex philosophical themes. The movie has been included in various lists of the greatest Brazilian films of all time and continues to inspire new generations of filmmakers.

Was this information helpful? Do you have any specific questions about the movie? The movie also premiered at the 1999 Cannes

If you're interested in watching "Incidente em Antares," I recommend seeking out a high-quality version with English subtitles to fully appreciate the film's complexities.

incidente em antares filme extra quality Analyses and discussion

Here's some extra quality content about the movie:

The story takes place in the fictional town of Antares, where a strange phenomenon occurs: all the inhabitants die simultaneously, but their souls don't leave their bodies. The film explores the consequences of this event, delving into themes of existentialism, spirituality, and the human condition.

"Incidente em Antares" received critical acclaim and won several awards, including the Best Film award at the 1999 Brazilian Cinema Grand Prize. The movie also premiered at the 1999 Cannes Film Festival, further solidifying its international recognition.

"Incidente em Antares" is a Brazilian science fiction film released in 1999, directed by Glauber Rocha and based on a novel of the same name by writer Gonçalves Dias.

You're looking for information about the movie "Incidente em Antares" (Incident in Antares) with extra quality content!

"Incidente em Antares" is considered a landmark film in Brazilian cinema, pushing the boundaries of science fiction and exploring complex philosophical themes. The movie has been included in various lists of the greatest Brazilian films of all time and continues to inspire new generations of filmmakers.

Was this information helpful? Do you have any specific questions about the movie?

If you're interested in watching "Incidente em Antares," I recommend seeking out a high-quality version with English subtitles to fully appreciate the film's complexities.

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.