Soumya Sanyal
15 papers · 2020–2025 · 5 venues · across top CS/AI venues
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Research topics
Artificial Intelligence
(12)
Core AI
(12)
Machine Learning
(9)
Deep Learning
(7)
Natural Language Processing
(7)
Learning Types Β· Machine Learning
(5)
Core Methods
(4)
Optimization & Theory
(4)
Knowledge & Reasoning
(3)
Architectures
(3)
Learning Types Β· Deep Learning
(3)
Representation
(3)
Applications
(2)
Resources & Methods
(2)
Understanding
(2)
Keywords
large language model
(4)
language model
(3)
logical reasoning
(3)
link prediction
(3)
node classification
(2)
deductive reasoning
(2)
commonsense reasoning
(2)
knowledge graph embedding
(2)
knowledge graph completion
(2)
graph neural network
(2)
reasoning evaluation
(2)
sentiment classification
(1)
model robustness
(1)
model merging
(1)
semantic analysis
(1)
chain-of-thought reasoning
(1)
multi-task learning
(1)
natural language inference
(1)
feature interaction
(1)
knowledge distillation
(1)
Papers
Mixing Inference-time Experts for Enhancing LLM Reasoning
EMNLP 2025
Are Machines Better at Complex Reasoning? Unveiling Human-Machine Inference Gaps in Entailment Verification
ACL 2024
PlaSma: Procedural Knowledge Models for Language-based Planning and Re-Planning
ICLR 2024
Self-contradictory reasoning evaluation and detection
EMNLP 2024
APOLLO: A Simple Approach for Adaptive Pretraining of Language Models for Logical Reasoning
ACL 2023
Faith and Fate: Limits of Transformers on Compositionality
NeurIPS 2023
Generate rather than Retrieve: Large Language Models are Strong Context Generators
ICLR 2023
FaiRR: Faithful and Robust Deductive Reasoning over Natural Language
ACL 2022
RobustLR: A Diagnostic Benchmark for Evaluating Logical Robustness of Deductive Reasoners
EMNLP 2022
Discretized Integrated Gradients for Explaining Language Models
EMNLP 2021
SalKG: Learning From Knowledge Graph Explanations for Commonsense Reasoning
NeurIPS 2021
A Re-evaluation of Knowledge Graph Completion Methods
ACL 2020
ASAP: Adaptive Structure Aware Pooling for Learning Hierarchical Graph Representations
AAAI 2020
Composition-based Multi-Relational Graph Convolutional Networks
ICLR 2020
InteractE: Improving Convolution-Based Knowledge Graph Embeddings by Increasing Feature Interactions
AAAI 2020