Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
We present an automated framework for the generation of synthesizable FPGAs with heterogeneous functional blocks and carry chains, as modelled with the open-source Verilog-to-Routing (VTR) FPGA architecture evaluation framework. VTR's modelling of hardened blocks, such as DSPs and BRAMs, is leveraged to generate synthesizeable FPGAs mappable via VTR's Verilog frontend. The generated Verilog source for the FPGA can be synthesized to target any conventional semiconductor process via an industry-standard ASIC toolflows with minimal implementation effort. We model a Stratix IV-style FPGA architecture, complete with carry chains, DSPs and BRAMs, and compare area/performance with the commercial Stratix IV FPGA. The area and performance gap between the fully synthesizable and commercial fabrics for a set of benchmarks using the heterogeneous blocks is 3.2× and 2.3×, respectively. Optimizations to reduce the gap are discussed.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it