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Vinija Jain β most-cited papers & profile Β· Multimodal
β authors
Β·
overview
Vinija Jain
22
papers Β·
454
citations Β·
0
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Most-cited papers
A Comprehensive Survey Of Hallucination Mitigation Techniques In Large Language Models
2024 Β· 423 citations
Are Small Language Models Ready To Compete With Large Language Models For Practical Applications?
2024 Β· 14 citations
Breaking Down the Defenses: A Comparative Survey of Attacks on Large Language Models
2024 Β· 7 citations
The What, Why, and How of Context Length Extension Techniques in Large Language Models -- A Detailed Survey
2024 Β· 6 citations
SPINAL -- Scaling-law and Preference Integration in Neural Alignment Layers
2026
Reasoning or Rhetoric? An Empirical Analysis of Moral Reasoning Explanations in Large Language Models
2026
CONSCIENTIA: Can LLM Agents Learn to Strategize? Emergent Deception and Trust in a Multi-Agent NYC Simulation
2026
Personality Shapes Gender Bias in Persona-Conditioned LLM Narratives Across English and Hindi: An Empirical Investigation
2026
DPO Kernels: A Semantically-Aware, Kernel-Enhanced, and Divergence-Rich Paradigm for Direct Preference Optimization
2025
Alignment Quality Index (AQI) : Beyond Refusals: AQI as an Intrinsic Alignment Diagnostic via Latent Geometry, Cluster Divergence, and Layer wise Pooled Representations
2025
Investigating Hallucination in Conversations for Low Resource Languages
2025
TRACEALIGN -- Tracing the Drift: Attributing Alignment Failures to Training-Time Belief Sources in LLMs
2025
AlignGuard-LoRA: Alignment-Preserving Fine-Tuning via Fisher-Guided Decomposition and Riemannian-Geodesic Collision Regularization
2025
AMBEDKAR-A Multi-level Bias Elimination through a Decoding Approach with Knowledge Augmentation for Robust Constitutional Alignment of Language Models
2025
Position: The Complexity of Perfect AI Alignment -- Formalizing the RLHF Trilemma
2025
Topics
Safety & Alignment
Evaluation
Training Techniques
Survey Paper
Efficiency
Model Architecture
Prompting
In-Context Learning
Fine-Tuning
RAG