INTRA Paper Deck — Prompts (journal-minimal)
Page 01: 封面
Role: cover Message: 注意力机制本身就是检索器
Prompt:
Nature / IEEE-inspired minimal academic presentation slide, white background, clean publication-quality scientific figure, precise minimalist design, title "INTRA: Retrieval from Within" centered, subtitle "注意力机制本身就是检索器", small bottom text "NVIDIA · arXiv:2605.05806", subtle attention focus beam visual element, restrained scientific color palette black + deep blue #2C6CB0, compact elegant typography, credible paper submission cover style, no cartoon no fake 3D, no clutter
Page 02: 传统 RAG 的问题
Role: context Message: RAG 将检索和生成分离到不同表示空间
Prompt:
Nature journal minimal presentation slide, white background, two-column comparison layout, left column shows standard RAG pipeline: Query arrow to Retriever box arrow to "Re-encode" box arrow to Generator box, right column shows disconnected label "表示空间不匹配" with red disconnect symbol, keywords "检索空间 ≠ 生成空间" at bottom, clean scientific flowchart style, black gray and deep blue palette, compact labels, no cartoon no 3D, publication-quality schematic
Page 03: 核心洞察
Role: mechanism Message: Cross-attention 的 query-key 匹配与检索是同一操作
Prompt:
Nature / IEEE minimal academic slide, white background, center focus on a cross-attention module diagram, query arrows projecting toward key-value sources, labeled "MaxSim(qℓ, kᵢ)" in scientific annotation style, bottom area has one-line formula "sᵢ = Σₗ αₗ · MaxSim(qₗ, kᵢ)", side annotation "Attention = query-conditioned matching", clean black gray and deep blue scientific color scheme, compact labels, publication-figure aesthetic, no cartoon no decoration
Page 04: INTRA 方法总览
Role: method Message: 两次 Decoder 前向传播统一检索与生成
Prompt:
Nature journal minimal academic slide, white background, horizontal pipeline flow diagram, sequence: Query box arrow to Encoder box arrow to "Pre-encoded Chunks" storage, then split into two passes: Pass① blue arrows "Decoder Retrieval (score all chunks)" arrow to "Top-n" selection, Pass② warm arrows "Decoder Generation" arrow to "Answer" output, labels under each step, clean scientific flowchart, black gray and deep blue with warm orange for generation pass, compact text labels, publication-quality method figure
Page 05: 三级检索策略
Role: mechanism Message: 从 Encoder 粗筛到全语料 INTRA 评分
Prompt:
Nature journal minimal academic slide, white background, three-stage funnel diagram flowing left to right, Stage1 "Encoder MaxSim" annotated "Top-16 (ColBERT-like)", Stage2 "Decoder Rerank" annotated "limited improvement", Stage3 "INTRA Full Corpus" annotated "can select outside S₀" with star emphasis, subtle blue gradient from light to deep across stages, bottom comparison callout "Reranking: reorder only vs INTRA: full search", clean scientific black gray blue palette, compact labels, publication-quality schematic
Page 06: 核心公式
Role: method Message: INTRA 的三条核心公式
Prompt:
Nature journal minimal academic slide, white or very light gray background, three evenly spaced formula cards in a row, left card: "Retrieval Score" heading with formula "sᵢ = Σₗ αₗ · MaxSim(qₗ, kᵢ)", middle card: "Training Objective" heading with "ℒ = −1/|𝒪(x)| · Σ log(softmax(s)ⱼ)", right card: "Generation" heading with "y = Dec(x, K(S_INTRA))", each card has subtle border and small role label, clean minimalist mathematical presentation, black dark gray blue palette, Nature journal style
Page 07: 实验结果
Role: evidence Message: INTRA 在 Multi-hop QA 全面领先
Prompt:
Nature journal minimal academic slide, white background, clean data table with alternating gray and white rows, 4 columns: HotPotQA / 2Wiki / MuSiQue / NQ, 3 data rows: BM25 (light gray), Qwen3+Reranker (medium gray), INTRA (blue highlight with star), compact scientific table with clear column headers, small footnote "EM scores, T5Gemma2 4B-4B decoder", black gray and blue palette, publication-quality results table aesthetic
Page 08: 总结与展望
Role: takeaway Message: 无需外部检索模块，但有架构和存储限制
Prompt:
Nature journal minimal academic slide, white background, two-column layout, left column green checkmark list: "✅ 统一检索与生成" "✅ 仅0.1%参数训练" "✅ Multi-hop 领先", right column gray warning list: "⚠️ Encoder-Decoder Only" "⚠️ 存储~2.5TB/1B tokens", bottom center gray text "代码未公开 · 可基于 T5Gemma2 + CLaRa 复现 · arXiv:2605.05806", clean minimal scientific summary, black gray blue palette, publication-quality ending slide