Jul 8 2025 TL DR We introduce CLEVER a hand curated benchmark for verified code generation in Lean. It requires full formal specs and proofs
No few shot method solves all stages making it a strong testbed for synthesis and formal reasoning We introduce CLEVER the first curated benchmark for evaluating the generation of specifications and formally verified code in Lean
The benchmark comprises of 161 programming problems it evaluates both formal speci fication generation and implementation synthesis from natural language requiring formal correctness proofs for both Jan 22 2025 Leaving the barn door open for Clever Hans Simple features predict LLM benchmark answers Lorenzo Pacchiardi Marko Tesic Lucy G Cheke Jose Hernandez Orallo 27 Sept 2024 modified 05 Feb 2025 Submitted to ICLR 2025 Readers Everyone May 1 2025 One common approach is training models to refuse unsafe queries but this strategy can be vulnerable to clever prompts often referred to as jailbreak attacks which can trick the AI into providing harmful responses
Our method STAIR SafeTy Alignment with Introspective Reasoning guides models to think more carefully before responding Feb 15 2018 Our analysis yields a novel robustness metric called CLEVER which is short for Cross Lipschitz Extreme Value for nEtwork Robustness
The proposed CLEVER score is attack agnostic and is computationally feasible for large neural networks Sep 25 2024 In this paper we revisit the roles of augmentation strategies and equivariance in improving CL s efficacy
We propose CLeVER Contrastive Learning Via Equivariant Representation a novel equivariant contrastive learning framework compatible with augmentation strategies of arbitrary complexity for various mainstream CL backbone models Sep 16 2025 A fundamental limitation of current AI agents is their inability to learn complex skills on the fly at test time often behaving like clever but clueless interns in novel environments
This severely limits their practical utility. To systematically measure and drive progress on this challenge we first introduce the Jericho Test Time Learning J TTL benchmark. J TTL is a new evaluation Sep 27 2024 Membership inference and memorization is a key challenge with diffusion models
Mitigating such vulnerabilities is hence an important topic. The idea of using an ensemble of model is clever 579 In this paper we have proposed a novel counter factual framework CLEVER for debiasing fact checking models
Unlike existing works CLEVER is augmentation free and mitigates biases on infer ence stage
In CLEVER the claim evidence fusion model and the claim only model are independently trained to capture the corresponding information Oct 11 2024 Deep learning has led to remarkable advancements in computational histopathology e.g. in diagnostics biomarker prediction and outcome prognosis
Yet the lack of annotated data and the impact of batch effects e.g. systematic technical data differences across hospitals hamper model robustness and generalization
Recent histopathological foundation models pretrained on millions to exculpate absolve exonerate acquit vindicatemean to free from a charge. exculpate implies a clearing from blame or fault often in a matter of small importance Definition ofvindicateverb in Oxford Advanced Learner s Dictionary
Meaning pronunciation picture example sentences grammar usage notes synonyms and more VINDICATEmeaning 1. to prove that what someone said or did was right or true after other people thought it was. Learn more VINDICATEdefinition to clear as from an accusation imputation suspicion or the like
See examples ofvindicateused in a sentence Oct 25 2025 vindicate third person singular simple presentvindicates present participle vindicating simple past and past participlevindicated transitive To clear of an accusation suspicion or criticism
quotations If a person or their decisions actions or ideas arevindicated they are proved to be correct after people have said that they were wrong. The director said he had beenvindicatedby the experts report. He called the success avindicationof his party s free market economic policy
Collins COBUILD Advanced Learners Dictionary vindicate vn dket v.t. cated cating. 1. to clear as from an accusation or suspicion tovindicatesomeone s honor
2. to afford justification for justify. 3. to uphold or justify by argument or evidence
4. to maintain or defend against opposition English dictionary and integrated thesaurus for learners writers teachers and students with advanced intermediate and beginner levels to clear as from an accusation imputation suspicion or the like tovindicatesomeone s honor
to afford justification for justify Subsequent eventsvindicatedhis policy. to uphold or justify by argument or evidence tovindicatea claim. to assert maintain or defend a right cause etc. against opposition
to claim for oneself or They have evidence that willvindicate[= exonerate] her. She will be completelyvindicatedby the evidence.
No few shot method solves all stages making it a strong testbed for synthesis and formal reasoning We introduce CLEVER the first curated benchmark for evaluating the generation of specifications and formally verified code in Lean
The benchmark comprises of 161 programming problems it evaluates both formal speci fication generation and implementation synthesis from natural language requiring formal correctness proofs for both Jan 22 2025 Leaving the barn door open for Clever Hans Simple features predict LLM benchmark answers Lorenzo Pacchiardi Marko Tesic Lucy G Cheke Jose Hernandez Orallo 27 Sept 2024 modified 05 Feb 2025 Submitted to ICLR 2025 Readers Everyone May 1 2025 One common approach is training models to refuse unsafe queries but this strategy can be vulnerable to clever prompts often referred to as jailbreak attacks which can trick the AI into providing harmful responses
Our method STAIR SafeTy Alignment with Introspective Reasoning guides models to think more carefully before responding Feb 15 2018 Our analysis yields a novel robustness metric called CLEVER which is short for Cross Lipschitz Extreme Value for nEtwork Robustness
The proposed CLEVER score is attack agnostic and is computationally feasible for large neural networks Sep 25 2024 In this paper we revisit the roles of augmentation strategies and equivariance in improving CL s efficacy
We propose CLeVER Contrastive Learning Via Equivariant Representation a novel equivariant contrastive learning framework compatible with augmentation strategies of arbitrary complexity for various mainstream CL backbone models Sep 16 2025 A fundamental limitation of current AI agents is their inability to learn complex skills on the fly at test time often behaving like clever but clueless interns in novel environments
This severely limits their practical utility. To systematically measure and drive progress on this challenge we first introduce the Jericho Test Time Learning J TTL benchmark. J TTL is a new evaluation Sep 27 2024 Membership inference and memorization is a key challenge with diffusion models
Mitigating such vulnerabilities is hence an important topic. The idea of using an ensemble of model is clever 579 In this paper we have proposed a novel counter factual framework CLEVER for debiasing fact checking models
Unlike existing works CLEVER is augmentation free and mitigates biases on infer ence stage
In CLEVER the claim evidence fusion model and the claim only model are independently trained to capture the corresponding information Oct 11 2024 Deep learning has led to remarkable advancements in computational histopathology e.g. in diagnostics biomarker prediction and outcome prognosis
Yet the lack of annotated data and the impact of batch effects e.g. systematic technical data differences across hospitals hamper model robustness and generalization
Recent histopathological foundation models pretrained on millions to exculpate absolve exonerate acquit vindicatemean to free from a charge. exculpate implies a clearing from blame or fault often in a matter of small importance Definition ofvindicateverb in Oxford Advanced Learner s Dictionary
Meaning pronunciation picture example sentences grammar usage notes synonyms and more VINDICATEmeaning 1. to prove that what someone said or did was right or true after other people thought it was. Learn more VINDICATEdefinition to clear as from an accusation imputation suspicion or the like
See examples ofvindicateused in a sentence Oct 25 2025 vindicate third person singular simple presentvindicates present participle vindicating simple past and past participlevindicated transitive To clear of an accusation suspicion or criticism
quotations If a person or their decisions actions or ideas arevindicated they are proved to be correct after people have said that they were wrong. The director said he had beenvindicatedby the experts report. He called the success avindicationof his party s free market economic policy
Collins COBUILD Advanced Learners Dictionary vindicate vn dket v.t. cated cating. 1. to clear as from an accusation or suspicion tovindicatesomeone s honor
2. to afford justification for justify. 3. to uphold or justify by argument or evidence
4. to maintain or defend against opposition English dictionary and integrated thesaurus for learners writers teachers and students with advanced intermediate and beginner levels to clear as from an accusation imputation suspicion or the like tovindicatesomeone s honor
to afford justification for justify Subsequent eventsvindicatedhis policy. to uphold or justify by argument or evidence tovindicatea claim. to assert maintain or defend a right cause etc. against opposition
to claim for oneself or They have evidence that willvindicate[= exonerate] her. She will be completelyvindicatedby the evidence.