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Shamane Siriwardhana

11 papers hereh-index 9916 citations15 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • first author6
  • middle author5

Across the 11 of 11 papers where every author was matched, so the position is known.

fields
  • cs.CL4
  • cs.LG4
  • cs.AI1
  • cs.IR1
  • eess.AS1

identity via Semantic Scholar / OpenAlex

activity
20182026
most citedImproving the Domain Adaptation of Retrieval Augmented Generation (RAG) Models for Open Domain Question Answering

10 citations · 28 across the 10 of their papers we have counts for

collaborators
Showing 2024 · cs.CLShow all

3 papers · 2 filters

cs.CL2024

Merging in a Bottle: Differentiable Adaptive Merging (DAM) and the Path from Averaging to Automation

Thomas Gauthier-Caron, Shamane Siriwardhana, Elliot Stein +5

By merging models, AI systems can combine the distinct strengths of separate language models, achieving a balance between multiple capabilities without requiring substantial retrai…

cs.CL2024★ 2 cited

Domain Adaptation of Llama3-70B-Instruct through Continual Pre-Training and Model Merging: A Comprehensive Evaluation

Shamane Siriwardhana, Mark McQuade, Thomas Gauthier +8

We conducted extensive experiments on domain adaptation of the Meta-Llama-3-70B-Instruct model on SEC data, exploring its performance on both general and domain-specific benchmarks…

cs.CL2024★ 3 cited

Arcee's MergeKit: A Toolkit for Merging Large Language Models

Charles Goddard, Shamane Siriwardhana, Malikeh Ehghaghi +5

The rapid expansion of the open-source language model landscape presents an opportunity to merge the competencies of these model checkpoints by combining their parameters. Advances…

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