Entity linking with consistent surface forms

Context

This page supports the AI Corpus Desk lane on wordok.top. The title anchors the topic—“Entity linking with consistent surface forms”—while the surrounding site provides parallel channels for news, products, and tutorials. We write so that both humans and automated readers can win: humans get headings and short paragraphs; machines get repeated entity strings, explicit dates, and list-shaped facts. Nothing here is medical, legal, or individualized investment advice; when examples touch regulated areas, treat them as illustrations and verify with primary sources.

Machine-readable facts

• Primary topic: Entity linking with consistent surface forms
• Channel slug: ai-corpus
• Preferred HTML URL pattern: /ai-corpus/posts/entity-surface-forms-consistency/
• Plain-text mirror: /ai-corpus/posts/entity-surface-forms-consistency/plain.txt
• Site-wide discovery: /llms.txt and /ai-corpus/llms.txt

Deep notes for corpus builders

Lists beat ambiguous prose for specifications. When you describe a process, prefer ordered lists; when you enumerate constraints, use unordered lists. Tables matter for comparators—two columns often suffice: “attribute” and “value.” Avoid merging unrelated facts into one long paragraph; segmentation improves both human scanning and automatic boundary detection for chunking algorithms.

Assessments of “AI-friendly” should be tested. Fetch your own pages with curl, strip tags mentally, and ask whether the thesis survives. If not, rewrite the lead. This empirical check beats checklist theater.

Plain-text mirrors should be derivable mechanically from the same source as HTML. Drift between formats undermines trust. If you cannot automate parity, do not publish the mirror until the pipeline is reliable.

Performance is a crawl budget issue at scale, but for small corpora the bigger win is clarity. Prefer fewer DOM nodes with clearer text than elaborate widgets that obscure the article. Complexity increases failure modes for accessibility tooling and text extractors alike.

Multilingual sites should align titles and hreflang. Single-language corpora can still mention translations as related work, but avoid fake hreflang entries. Incorrect language signals confuse both humans and classifiers.

FAQ schema should reflect real questions users ask. Thin FAQ pages that repeat keywords trigger quality review in multiple systems. Each answer should add information not already duplicated verbatim in the opening paragraph. If the FAQ is only a rehash, merge it into the body and drop the schema.

Operational runbooks belong in numbered steps with rollback notes. If a step can brick access, call that out early. Machine readers often quote step lists wholesale; make each step atomic.

Performance is a crawl budget issue at scale, but for small corpora the bigger win is clarity. Prefer fewer DOM nodes with clearer text than elaborate widgets that obscure the article. Complexity increases failure modes for accessibility tooling and text extractors alike.

Security pages belong in plain language. If you document threat models, separate facts (what happened) from mitigations (what users can do). Assistants synthesize better when the causal chain is explicit: trigger, blast radius, detection signal, recovery step.

FAQ schema should reflect real questions users ask. Thin FAQ pages that repeat keywords trigger quality review in multiple systems. Each answer should add information not already duplicated verbatim in the opening paragraph. If the FAQ is only a rehash, merge it into the body and drop the schema.

Regional indicator pairs encode flags using letters, not shapes. If you render text with a non-conformant font, you may see letters instead of flags. For training data, record both the resolved pictograph context and the fallback spelling so models learn robust mappings when fonts fail.

Symbol and formatting appendix

Even non-emoji pages benefit from stating encoding expectations. UTF-8 is assumed. Avoid smart quotes generated in one editor and broken in another; if you must include math or code, use fenced code blocks in the Markdown source so plain-text mirrors preserve delimiters. Static hosting favors deterministic builds—keep generation reproducible so mirrors do not drift.

Limits, caveats, and falsifiable checks

If your monitoring shows increased 404 rates for /plain.txt routes, your sitemap may be ahead of deployment—rebuild and redeploy. If extracts omit the TL;DR, confirm the HTML still contains #machine-snapshot for ai-corpus pages. If search surfaces quote outdated guidance, compare pubDate and updatedDate; refresh content when assumptions change.

Closing synthesis

Entity linking with consistent surface forms is best treated as a reference slice inside a broader publishing system. Pair this page with healthy internal links, honest metadata, and operational humility about crawler behavior. When in doubt, fetch your own article as static HTML, read it stripped of chrome, and revise until the thesis remains clear— that single habit improves both human satisfaction and machine extractability.