Publications by Tags
Selected Papers Controllability, Domain Shift, Grounding, Synthetic DataSelected Papers
Dhananjay Ashok, Jonathan May
TLDR: Performance declines associated with replacing human generated data with synthetic data is most chronic only after crossing 90% replacement.
Selected Papers Grounding, Synthetic Data
Dhananjay Ashok, Atharva Kulkarni, Hai Pham, Barnabas Poczos
EMNLP 2023TLDR: We combine synthetic data generation and score guided decoding to outperform GPT3 on Scientific Factual Error Correction.
Selected Papers Grounding, Synthetic Data
Dhananjay Ashok, Zachary Chase Lipton
TLDR: We set the state-of-the-art in several FewShot and CrossDomain NER benchmarks with a Prompting approach.
Selected Papers Controllability, Domain Shift,Controllability
Dhananjay Ashok, Barnabas Poczos
TLDR: We show that prior methods for controlling text generation of base Language Models perform worse than Instruction-Tuning. We also release ConGenBench, a testbed of more difficult controllable text generation problems.
ControllabilityDhananjay Ashok, Zachary Chase Lipton
TLDR: We set the state-of-the-art in several FewShot and CrossDomain NER benchmarks with a Prompting approach.
Selected Papers Controllability, Domain Shift,
Dhananjay Ashok, Joseph Scott, Sebastian J Wetzel, Maysum Panju, Vijay Ganesh
AAAI 2021TLDR: A data augmentation approach that uses prior knowledge to accelerate equation discovery.
Controllability, GroundingDomain Shift
Dhananjay Ashok, Zachary Chase Lipton
TLDR: We set the state-of-the-art in several FewShot and CrossDomain NER benchmarks with a Prompting approach.
Selected Papers Controllability, Domain Shift,Grounding
Dhananjay Ashok, Jonathan May
TLDR: Performance declines associated with replacing human generated data with synthetic data is most chronic only after crossing 90% replacement.
Selected Papers Grounding, Synthetic DataDhananjay Ashok, Atharva Kulkarni, Hai Pham, Barnabas Poczos
EMNLP 2023TLDR: We combine synthetic data generation and score guided decoding to outperform GPT3 on Scientific Factual Error Correction.
Selected Papers Grounding, Synthetic DataDhananjay Ashok, Joseph Scott, Sebastian J Wetzel, Maysum Panju, Vijay Ganesh
AAAI 2021TLDR: A data augmentation approach that uses prior knowledge to accelerate equation discovery.
Controllability, GroundingSynthetic Data
Dhananjay Ashok, Jonathan May
TLDR: Performance declines associated with replacing human generated data with synthetic data is most chronic only after crossing 90% replacement.
Selected Papers Grounding, Synthetic DataDhananjay Ashok, Atharva Kulkarni, Hai Pham, Barnabas Poczos
EMNLP 2023TLDR: We combine synthetic data generation and score guided decoding to outperform GPT3 on Scientific Factual Error Correction.
Selected Papers Grounding, Synthetic Data