Interview With The Vampire -sub Esp- [exclusive] -

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.

Interview with the vampire -SUB ESP-
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.

Interview with the vampire -SUB ESP- 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.

Interview with the vampire -SUB ESP- Performance

Here 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

Interview With The Vampire -sub Esp- [exclusive] -

A través de la lente de Louis, la historia examina si los vampiros son intrínsecamente malvados o si su moralidad está definida por sus acciones.

Here is a comprehensive guide to the phenomenon of Interview with the Vampire , why subbed versions are the preferred choice for fans, and where the franchise stands today. The Evolution of a Gothic Masterpiece

Disfrutar de la serie con subtítulos en español permite apreciar las actuaciones originales

agree the show's depth and "craft" make it "vastly superior" to previous iterations. Where to Watch (AMC+) You can find the series on platforms like or through the Amazon Prime Video AMC+ Channel , which often offer free trials for new subscribers. , or are you looking for Season 3 release updates Interview with the vampire -SUB ESP-

Un vampiro nihilista y seductor que ve la existencia mortal como algo insignificante y se convierte en el creador y compañero de Louis.

La trama comienza en el San Francisco moderno (años 90 en la película; años 2020 en la serie). Un periodista llamado Daniel Molloy se sienta frente a un hombre pálido y fascinante: Louis de Pointe du Lac.

In the pantheon of gothic fiction, Anne Rice’s Interview with the Vampire (1976) is rarely discussed alongside the cold war thriller or the spy novel. Yet, beneath its velvet veneer of blood and melancholy lies a profound exploration of what might be termed (SUB ESP)—a quiet, relentless form of psychological infiltration in which the self becomes both the operative and the target. Unlike traditional espionage, which concerns secrets of state, SUB ESP concerns secrets of the soul. The novel’s entire narrative architecture, framed as a confessional interview, becomes a theatre of surveillance, betrayal, and the slow extraction of dark truths. In this reading, Louis de Pointe du Lac is not merely a witness to his own damnation but a double agent trapped between mortal ethics and immortal necessity, while the vampire Lestat operates as a master handler, manipulating memory, identity, and loyalty. A través de la lente de Louis, la

Interview with the Vampire reframes the gothic confession as a quiet war of subjectivities. SUB ESP reveals that the most dangerous intelligence operation is not the one that uncovers a foreign plot, but the one that makes you betray your own soul without ever noticing the betrayal. Louis remains a spy who does not know which side he serves; Lestat, a handler who loves his agent in the only way predators can—by ensuring he is never truly free. And the reader, like the boy, exits the interview not as a judge, but as a compromised witness. In Rice’s immortal shadow world, everyone is under surveillance. The only question is whether you realize you have already turned.

Para los espectadores en España y Latinoamérica, ver la serie con el audio original en inglés y no es solo una preferencia, sino una necesidad artística.

La adaptación cinematográfica de 1994 cuenta con un elenco estelar, incluyendo a Tom Cruise como Lestat, Brad Pitt como Louis y Kirsten Dunst como Claudia. La película fue un éxito comercial y de crítica, recaudando más de 362 millones de dólares en taquilla mundial. La producción, a cargo de Neil Jordan, se destacó por su fidelidad a la novela original y por la forma en que capturó la atmósfera oscura y melancólica de la obra de Anne Rice. Where to Watch (AMC+) You can find the

is frequently cited as the "definitive" Lestat, perfectly balancing the character's charm and "delightful derangement". Jacob Anderson

La trama explora la difícil convivencia de esta "familia" inusual, su viaje a través de Europa y su enfrentamiento con el Théâtre des Vampires, llevando al espectador por una montaña rusa de erotismo, horror y drama existencial. Temas Principales: ¿Más Allá del Bien y del Mal?

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.