134 lines
5.8 KiB
HTML
134 lines
5.8 KiB
HTML
{{define "content"}}
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<section class="hero">
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<h1>Store what you know. Find out how it connects.</h1>
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<p class="lede">
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Relata stores arbitrary information, discovers <strong>evidence-backed</strong> relationships
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between items, and retrieves related knowledge with an explanation of <em>why</em> each
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result was returned.
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</p>
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<p class="hero-actions">
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{{if .SignedIn}}
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<a class="btn btn-primary btn-large" href="/">Open your workspace</a>
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{{else if .OAuthEnabled}}
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<a class="btn btn-primary btn-large" href="/auth/oauth/start">Sign in with {{.ProviderName}}</a>
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{{else}}
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<a class="btn btn-primary btn-large" href="/login">Sign in</a>
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{{end}}
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<a class="btn btn-large" href="/how-it-works">How it works</a>
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</p>
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</section>
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<section class="panel">
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<h2>Three numbers, never mixed up</h2>
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<p>
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Most systems collapse "these documents read alike", "these documents are connected" and
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"this document answers your question" into a single relevance figure. They are three
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different claims with three different meanings, and Relata keeps them apart in storage, in
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the API and on screen.
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</p>
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<div class="cards">
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<div class="card">
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<h3>Semantic similarity</h3>
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<p class="card-q">How alike are these two pieces of text?</p>
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<p>Cosine distance between embeddings. Nothing more. Two incident reports written by the
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same team in the same house style will score highly and describe entirely different
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events.</p>
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</div>
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<div class="card">
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<h3>Relationship strength</h3>
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<p class="card-q">How well evidenced is a link between two items?</p>
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<p>A weighted sum of named signals, each stored with its own value and weight, so the
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arithmetic is always inspectable. Not a probability.</p>
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</div>
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<div class="card">
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<h3>Query relevance</h3>
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<p class="card-q">How well does this item answer <em>this</em> question?</p>
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<p>Several retrieval paths fused by rank. Comparable within one result set, not across
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queries — and it says so.</p>
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</div>
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</div>
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</section>
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<section class="panel">
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<h2>Similarity is not a relationship</h2>
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<p>
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This is the distinction the whole design exists to preserve. Two documents that share
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wording are not thereby connected; two documents that mention the same company are not
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thereby about the same thing. Relata records what it actually found:
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</p>
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<div class="evidence-example">
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<div class="evidence-head">
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<span class="rel-type">contradicts</span>
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<span class="rel-score">strength 0.72</span>
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<span class="rel-status">suggested by analysis — not yet reviewed</span>
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</div>
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<table class="signals">
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<thead><tr><th>Signal</th><th>Value</th><th>Strength</th><th>Weight</th></tr></thead>
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<tbody>
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<tr><td>claim_contradiction</td><td>cost: 42,000 and 51,500</td><td>1.00</td><td>0.22</td></tr>
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<tr><td>shared_entity</td><td>Example Ltd</td><td>1.00</td><td>0.25</td></tr>
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<tr><td>semantic_similarity</td><td>0.89 cosine</td><td>0.76</td><td>0.30</td></tr>
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</tbody>
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</table>
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<p class="evidence-note">
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Both figures are named. Relata does not decide which is correct.
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</p>
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</div>
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</section>
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<section class="panel">
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<h2>What a language model is allowed to do</h2>
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<p>
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A model may classify a relationship's type or describe a connection. Its opinion is
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<strong>one signal, weighted 0.15</strong> — below the threshold at which a relationship is
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stored at all. A model cannot create a connection on its own, however confident it is. That
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is a property of the arithmetic, not a promise, and there is a test asserting it.
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</p>
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<table class="weights">
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<caption>Signal weights in <code>relationship-score-v1</code></caption>
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<thead><tr><th>Signal</th><th>Weight</th><th>What it means</th></tr></thead>
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<tbody>
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{{range .Weights}}
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<tr>
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<td><code>{{.Signal}}</code></td>
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<td class="num">{{printf "%.2f" .Weight}}</td>
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<td>{{.Means}}</td>
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</tr>
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{{end}}
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</tbody>
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</table>
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</section>
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<section class="panel">
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<h2>What it will not do</h2>
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<ul class="wont">
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<li><strong>It will not merge two entities because their names look alike.</strong>
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"Example Ltd" and "Example Holdings Ltd" are different companies far more often than they
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are typos of each other. Similar names become a candidate alias awaiting a person's
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confirmation, and a confirmed alias still does not merge the records.</li>
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<li><strong>It will not infer causation from sequence.</strong> Two things happening in
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order yields a chronological statement and nothing more.</li>
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<li><strong>It will not hide conflicting evidence.</strong> Contradictions between retrieved
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documents are surfaced independently of what any model said about them.</li>
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<li><strong>It will not present an inference as a fact.</strong> Every discovered
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relationship arrives as a proposal, labelled as one, and nothing is auto-confirmed.</li>
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<li><strong>It will not rewrite your originals.</strong> The bytes you supplied are stored
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verbatim; everything else is derived and reproducible.</li>
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</ul>
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</section>
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<section class="panel panel-quiet">
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<h2>Honest about the limits</h2>
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<p>
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Relationship scores are heuristic strengths, not calibrated probabilities — the weights were
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chosen by judgement, not fitted to labelled data. A 0.7 does not mean "70% likely to be
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real". Deterministic extraction is deliberately narrow. There is no OCR. Prompt-injection
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defences make injection much harder and bound its effect; they are not a proof.
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</p>
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<p>
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<a href="/how-it-works">The full account is on the how-it-works page</a>, including what is
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verified and what is merely intended.
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</p>
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</section>
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{{end}}
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