Cover Image

NovelHopQA: Diagnosing Multi-Hop Reasoning Failures in Long Narrative Contexts

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Gupta, Abhay, Lu, Michael, Zhu, Kevin, O'Brien, Sean, Sharma, Vasu
Format:	Preprint
Published:	2025
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

DocHop-QA: Towards Multi-Hop Reasoning over Multimodal Document Collections
by: Park, Jiwon, et al.
Published: (2025)

AAVENUE: Detecting LLM Biases on NLU Tasks in AAVE via a Novel Benchmark
by: Gupta, Abhay, et al.
Published: (2024)

Pause-Tuning for Long-Context Comprehension: A Lightweight Approach to LLM Attention Recalibration
by: Begin, James, et al.
Published: (2025)

Making Long-Context Language Models Better Multi-Hop Reasoners
by: Li, Yanyang, et al.
Published: (2024)

Lost in the Middle, and In-Between: Enhancing Language Models' Ability to Reason Over Long Contexts in Multi-Hop QA
by: Baker, George Arthur, et al.
Published: (2024)

MoreHopQA: More Than Multi-hop Reasoning
by: Schnitzler, Julian, et al.
Published: (2024)

Hop, Skip, and Overthink: Diagnosing Why Reasoning Models Fumble during Multi-Hop Analysis
by: Yadav, Anushka, et al.
Published: (2025)

RELOOP: Recursive Retrieval with Multi-Hop Reasoner and Planners for Heterogeneous QA
by: Yang, Ruiyi, et al.
Published: (2025)

Question-Analysis Prompting Improves LLM Performance in Reasoning Tasks
by: Yugeswardeenoo, Dharunish, et al.
Published: (2024)

MedHopQA: A Disease-Centered Multi-Hop Reasoning Benchmark and Evaluation Framework for LLM-Based Biomedical Question Answering
by: Islamaj, Rezarta, et al.
Published: (2026)

The Reasoning Bottleneck in Graph-RAG: Structured Prompting and Context Compression for Multi-Hop QA
by: Zarrinkia, Yasaman, et al.
Published: (2026)

Rosetta-PL: Propositional Logic as a Benchmark for Large Language Model Reasoning
by: Baek, Shaun, et al.
Published: (2025)

DeepRAG: Integrating Hierarchical Reasoning and Process Supervision for Biomedical Multi-Hop QA
by: Ji, Yuelyu, et al.
Published: (2025)

ERGO: Entropy-guided Resetting for Generation Optimization in Multi-turn Language Models
by: Khalid, Haziq Mohammad, et al.
Published: (2025)

TRUTH DECAY: Quantifying Multi-Turn Sycophancy in Language Models
by: Liu, Joshua, et al.
Published: (2025)

Robust Knowledge Editing via Explicit Reasoning Chains for Distractor-Resilient Multi-Hop QA
by: Wu, Yuchen, et al.
Published: (2025)

How Do LLMs Perform Two-Hop Reasoning in Context?
by: Guo, Tianyu, et al.
Published: (2025)

BioHopR: A Benchmark for Multi-Hop, Multi-Answer Reasoning in Biomedical Domain
by: Kim, Yunsoo, et al.
Published: (2025)

UETQuintet at BioCreative IX -- MedHopQA: Enhancing Biomedical QA with Selective Multi-hop Reasoning and Contextual Retrieval
by: Nguyen, Quoc-An, et al.
Published: (2026)

BRIEF-Pro: Universal Context Compression with Short-to-Long Synthesis for Fast and Accurate Multi-Hop Reasoning
by: Gu, Jia-Chen, et al.
Published: (2025)

Pruning for Performance: Efficient Idiom and Metaphor Classification in Low-Resource Konkani Using mBERT
by: Do, Timothy, et al.
Published: (2025)

Distill CLIP (DCLIP): Enhancing Image-Text Retrieval via Cross-Modal Transformer Distillation
by: Csizmadia, Daniel, et al.
Published: (2025)

HopRAG: Multi-Hop Reasoning for Logic-Aware Retrieval-Augmented Generation
by: Liu, Hao, et al.
Published: (2025)

CLEAR: Contrasting Textual Feedback with Experts and Amateurs for Reasoning
by: Rufail, Andrew, et al.
Published: (2025)

AgenticRAGTracer: A Hop-Aware Benchmark for Diagnosing Multi-Step Retrieval Reasoning in Agentic RAG
by: You, Qijie, et al.
Published: (2026)

HopChain: Multi-Hop Data Synthesis for Generalizable Vision-Language Reasoning
by: Wang, Shenzhi, et al.
Published: (2026)

Adaptive Originality Filtering: Rejection Based Prompting and RiddleScore for Culturally Grounded Multilingual Riddle Generation
by: Le, Duy, et al.
Published: (2025)

Sarc7: Evaluating Sarcasm Detection and Generation with Seven Types and Emotion-Informed Techniques
by: Xiong, Lang, et al.
Published: (2025)

What External Knowledge is Preferred by LLMs? Characterizing and Exploring Chain of Evidence in Imperfect Context for Multi-Hop QA
by: Chang, Zhiyuan, et al.
Published: (2024)

MultiHop-RAG: Benchmarking Retrieval-Augmented Generation for Multi-Hop Queries
by: Tang, Yixuan, et al.
Published: (2024)

SpecHop: Continuous Speculation for Accelerating Multi-Hop Retrieval Agents
by: Saberi, Mehrdad, et al.
Published: (2026)

DetectiveQA: Evaluating Long-Context Reasoning on Detective Novels
by: Xu, Zhe, et al.
Published: (2024)

Causal Language Control in Multilingual Transformers via Sparse Feature Steering
by: Chou, Cheng-Ting, et al.
Published: (2025)

FanOutQA: A Multi-Hop, Multi-Document Question Answering Benchmark for Large Language Models
by: Zhu, Andrew, et al.
Published: (2024)

Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context
by: Yu, Sangwon, et al.
Published: (2024)

Towards Robust Temporal Reasoning of Large Language Models via a Multi-Hop QA Dataset and Pseudo-Instruction Tuning
by: Tan, Qingyu, et al.
Published: (2023)

EnDive: A Cross-Dialect Benchmark for Fairness and Performance in Large Language Models
by: Gupta, Abhay, et al.
Published: (2025)

Multi-Hop Reasoning for Question Answering with Hyperbolic Representations
by: Welz, Simon, et al.
Published: (2025)

From Directions to Cones: Exploring Multidimensional Representations of Propositional Facts in LLMs
by: Yu, Stanley, et al.
Published: (2025)

Reasoning Court: Combining Reasoning, Action, and Judgment for Multi-Hop Reasoning
by: Wu, Jingtian, et al.
Published: (2025)