Model Detail
Index-Translate-9B
—Index-Translate-9B is a large language model with 9B parameters released by IndexTeam. The model is registered under the translation pipeline tag on Hugging Face, distributed under the permissive apache-2.0 license.
Index-Translate-9B ships with 9B parameters. Total weight footprint is approximately 9.7 GB, which is the relevant figure when planning local-inference VRAM. The apache-2.0 license is permissive, allowing commercial deployment and derivative work without per-seat fees, though attribution requirements still apply.
Index-Translate-9B is best fit for general-purpose chat and instruction-following workloads, and translation and cross-lingual generation. Treat this as a starting matrix rather than a benchmark verdict — the right deployment usually depends on the specific evaluation suite that mirrors your workload.
From DQI to C-DQI: Automatic Codebook Generation and Evaluation for Measuring Computational Discourse Quality Index
arXiv:2610.27937v1 Announce Type: new Abstract: Effective democratic deliberation is vital for civic engagement and the health of legislative institutions. However, assessing parliamentary discourse quality is traditionally done using expert-scored, theory-based codebooks (CBs), which are rigid, lab
The Complexity Kink: A Prompt-Side Structural Complexity Index for Code-Generation Reliability
arXiv:2609.19616v4 Announce Type: replace Abstract: Measuring complexity from a model's own code is biased by failure: a hard prompt can produce a short, broken program that looks simple. We instead score each prompt's structure on six dimensions from the prompt alone, never from generated code or t
Prism Attention: Proposal-Refined Index Sharing Mechanism for Efficient LLMs Inference
arXiv:2610.22985v1 Announce Type: cross Abstract: Long-context decoding in large language models (LLMs) is increasingly bottlenecked by the memory and computation required to attend over an ever-growing Key-Value (KV) cache at each autoregressive step. Although token-level sparse attention reduces t
ECG-SDI: Single-lead Electrocardiogram Enables Continuous Sleep Depth Index Profiling and Scalable Digital Biomarkers for Sleep Health
arXiv:2610.23727v1 Announce Type: cross Abstract: Conventional sleep staging provides a coarse-grained representation that obscures within-stage depth variation. We developed ECG-SDI, a single-lead electrocardiography (ECG) framework for continuous sleep-depth profiling and digital biomarker extract
Where Is the "Self" of a Large Language Model? -- From Self-Index to Self-Reference
arXiv:2610.16717v2 Announce Type: replace Abstract: Does a large language model have a self, and if so, of what kind? We separate two functional levels familiar from biology: a self-index, which distinguishes one's own material from external material and shapes processing, as corollary discharge doe
Replica Symmetry Breaking and Algorithmic Thresholds in Empirical Risk Minimization under Multi-Index Model
arXiv:2606.28573v2 Announce Type: replace Abstract: Modern machine learning models are trained by optimizing high-dimensional non-convex empirical risk functions. Such cost functions can have a multitude of local optima and yet, gradient-based optimization appears to converge to near-global optima.
