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Papers
SCoder: Progressive Self-Distillation for Bootstrapping Small-Scale Data Synthesizers to Empower Code LLMs
EMNLP 2025
SEA-LION: Southeast Asian Languages in One Network
IJCNLP 2025
SeaLLMs 3: Open Foundation and Chat Multilingual Large Language Models for Southeast Asian Languages
NAACL 2025
Self-Tuning: Instructing LLMs to Effectively Acquire New Knowledge through Self-Teaching
ACL 2025
SemEval-2025 Task 3: Mu-SHROOM, the Multilingual Shared-task on Hallucinations and Related Observable Overgeneration Mistakes
SemEval 2025
SFMSS: Service Flow aware Medical Scenario Simulation for Conversational Data Generation
NAACL 2025
Simplified Rewriting Improves Expert Summarization
IJCNLP 2025
SOLAR: Serendipity Optimized Language Model Aligned for Recommendation
EMNLP 2025
Sources of Disagreement in Data for LLM Instruction Tuning
COLING 2025
sPhinX: Sample Efficient Multilingual Instruction Fine-Tuning Through N-shot Guided Prompting
ACL 2025
STAND-Guard: A Small Task-Adaptive Content Moderation Model
COLING 2025
STEP: Staged Parameter-Efficient Pre-training for Large Language Models
NAACL 2025
Stratified Selective Sampling for Instruction Tuning with Dedicated Scoring Strategy
EMNLP 2025
Stronger Models are Not Always Stronger Teachers for Instruction Tuning
NAACL 2025
Superfluous Instruction: Vulnerabilities Stemming from Task-Specific Superficial Expressions in Instruction Templates
ACL 2025
SUWMIT at BioLaySumm2025: Instruction-based Summarization with Contrastive Decoding
ACL 2025
Sweeping Heterogeneity with Smart MoPs: Mixture of Prompts for LLM Task Adaptation
AAAI 2025
SynClaimEval: A Framework for Evaluating the Utility of Synthetic Data in Long-Context Claim Verification
AACL 2025
Synthesizing Post-Training Data for LLMs through Multi-Agent Simulation
ACL 2025
TableBench: A Comprehensive and Complex Benchmark for Table Question Answering
AAAI 2025
TableDreamer: Progressive and Weakness-guided Data Synthesis from Scratch for Table Instruction Tuning
ACL 2025
TaCIE: Enhancing Instruction Comprehension in Large Language Models through Task-Centred Instruction Evolution
COLING 2025
Tackling Low-Resource NMT with Instruction-Tuned LLaMA: A Study on Kokborok and Bodo
EMNLP 2025
TAGCOS: Task-agnostic Gradient Clustered Coreset Selection for Instruction Tuning Data
NAACL 2025
Tag-Evol: Achieving Efficient Instruction Evolving via Tag Injection
ACL 2025