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user | The snippet above includes a GET request to fetch user data. Modify the code to use a POST request instead, and explain how this change improves security and data integrity. |
user | Review the above excerpt from a research paper on neural networks. Identify any potential flaws in the experimental design and propose a more rigorous approach. |
user | The email shown above outlines a strategy for a product launch. Suggest revisions to improve clarity and persuasiveness while addressing possible stakeholder concerns. |
user | Examine the above draft of a service agreement. Point out any ambiguous clauses and rewrite them to ensure the contract is unambiguous and enforceable. |
user | The blueprint provided above details a sustainable home design. Recommend changes to improve energy efficiency while maintaining aesthetic appeal. |
user | Analyze the above excerpt from a clinical study on a new drug. Critically assess the statistical methods used and suggest alternative approaches if necessary. |
user | Review the pseudocode presented above for a data-sorting algorithm. Convert it into a high-level programming language of your choice and discuss any performance improvements. |
user | The report above summarizes recent trends in the tech industry. Identify the key market drivers and discuss how these insights could inform future business strategies. |
user | Evaluate the financial summary above for a startup company. Highlight any areas of concern and propose a revised financial plan to enhance investor confidence. |
user | Consider the scientific proposal excerpt above on climate change impacts. Critique the hypothesis and experimental design, and suggest ways to strengthen the study. |
user | The code above includes a loop that processes large datasets inefficiently. Refactor the loop to optimize its performance and explain your rationale. |
user | Examine the argumentative essay excerpt above on modern philosophy. Identify any logical inconsistencies and recommend additional sources to support the arguments. |
user | The survey results detailed above reflect customer satisfaction metrics. Analyze the data trends and propose actionable strategies for improving customer experience. |
user | Review the technical manual excerpt above on installing industrial equipment. Identify unclear instructions and rewrite the steps to be more user-friendly. |
user | Analyze the artistic critique above for a contemporary painting. Discuss the key points raised and explain how the artist’s techniques contribute to the overall impact of the work. |
user | The business case study excerpt above discusses a company’s turnaround strategy. Identify the main challenges presented and propose strategic solutions to address them. |
user | Examine the proposal for a new mobile application provided above. Identify potential usability issues and suggest design modifications to enhance the user experience. |
user | The article excerpt above outlines a novel approach to renewable energy. Critically evaluate the experimental results and discuss alternative interpretations that might yield better insights. |
user | Review the historical document excerpt above from the Renaissance period. Analyze its significance and discuss how the language reflects the sociopolitical context of the time. |
user | Analyze the travel itinerary plan outlined above. Assess its practicality and recommend additional destinations or modifications for a more enriching travel experience. |
user | The product description above for an innovative gadget lists several features. Critically evaluate the market positioning and propose revisions to better appeal to potential customers. |
user | Examine the environmental impact report excerpt above. Identify any gaps in the analysis and recommend further investigations to address potential ecological issues. |
user | Review the cybersecurity whitepaper excerpt above. Point out any potential vulnerabilities discussed and propose an improved security protocol to mitigate risks. |
user | The cooking recipe provided above includes steps for preparing a gourmet dish. Identify any ambiguities in the procedure and suggest modifications for clarity and improved results. |
user | Analyze the psychological case study excerpt above. Evaluate the therapeutic approach described and propose an alternative method based on the latest research in cognitive-behavioral therapy. |
DNR Bench
Don’t Reason Bench (DNR Bench), a novel benchmark designed to expose a vulnerability in current RLMs: their tendency to over-reason by attempting to solve unsolvable problems, leading to excessively long responses.
Data Summary
The DNR Bench dataset contains 150 adversarially crafted prompts divided into five distinct categories:
- Imaginary Reference
- Indifferent
- Math,
- Redundant,
- Unanswerable.
Each category targets a specific failure mode observed in reasoning-optimized LLMs, such as hallucinating nonexistent references, failing to remain neutral in ambiguous contexts, incorrectly solving flawed math problems, overanalyzing redundant information, or answering questions that lack sufficient data.
Leaderboard
This dataset is used to test reasoning LLMs in DNR Leaderboard on Huggingface
Citation
@misc{hashemi2025dnrbenchbenchmarkingoverreasoning,
title={DNR Bench: Benchmarking Over-Reasoning in Reasoning LLMs},
author={Masoud Hashemi and Oluwanifemi Bamgbose and Sathwik Tejaswi Madhusudhan and Jishnu Sethumadhavan Nair and Aman Tiwari and Vikas Yadav},
year={2025},
eprint={2503.15793},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2503.15793},
}
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