3 Commits

Author SHA1 Message Date
William Jeynes fd0674e96a Add a chain of thought to the main prompt 2026-03-26 12:33:43 +00:00
William Jeynes 5e374a8bd6 Fix errors seen during longer runs: selenium exceptions, insecure certificates, recusrsion limit exceeded, BM25 document corpus too small 2026-03-26 12:22:13 +00:00
William Jeynes fbc688b8f9 add date to returned data 2026-03-25 22:37:14 +00:00
5 changed files with 121 additions and 33 deletions
+16 -3
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@@ -3,9 +3,10 @@ Once the information has been created as below, a dataset can be created to feed
There is a false disinformation claim circulating: There is a false disinformation claim circulating:
###NTITLE### ###NTITLE###
Produce up-to 5 specific events that happened that have led to the spread of this disinformation. Produce up-to 5 specific "trigger events" that happened that could have led to the spread of this disinformation.
Remember the time frame of the disinformation campaign: ###CDATE### Remember the time frame of the disinformation campaign: ###CDATE###
Include no information or events that would not have been available at the time.
Produce no more text other than the json. Produce no more text other than the json.
@@ -13,8 +14,20 @@ Include a concise but specific search query that can be looked up on a search en
Include a url to a source for your trigger event (not a web search, a specific url from a reputuable source). Do not use OAI cite, include url as text in response. Include a url to a source for your trigger event (not a web search, a specific url from a reputuable source). Do not use OAI cite, include url as text in response.
Use a JSON format with each entry containing "Event,ReasoningWhyRelevant,SearchQuery,Url". Include the date that the event happened ("March 2022" for exmaple)
Use a JSON format with each entry containing "Event,ReasoningWhyRelevant,SearchQuery,Url,Date".
Multiple tool invocations should be requested at once, if applicable. Multiple tool invocations should be requested at once, if applicable.
Use your abilities to look between the lines and produce some insightful analysis, thinking both short and long term.
The preceeding messages act as examples of previous responses to potentially ficitonal events and scores given. Events will be reordered as part of processing, each statement must stand alone
The preceeding messages act as examples of previous responses to potentially ficitonal events and scores given.
Analysis should only be completed for proposed events that would graner >0.7 points
First, consider a range of directions in which the proposed disinformation could have been influenced by.
Then, research these directions in turn, using the tools at hand.
Finally, refine your proposed "trigger event" until it is specific, quantifiable and backed up by evidence.
Lets go through it step by step
+1
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@@ -9,6 +9,7 @@ export const ProposedTriggerEvent = z.object({
ReasoningWhyRelevant: z.string(), ReasoningWhyRelevant: z.string(),
SearchQuery: z.string(), SearchQuery: z.string(),
Url: z.url(), Url: z.url(),
Date: z.string(),
context: z.string().optional(), context: z.string().optional(),
score: z.number().optional() score: z.number().optional()
}) })
+16 -2
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@@ -15,6 +15,8 @@ const CACHE_PATH = "../data/csv.cache.json";
const JSONL_PATH = "../data/input.jsonl" const JSONL_PATH = "../data/input.jsonl"
const BM25_MIN_DOCS = 3;
type EmbeddingCache = { type EmbeddingCache = {
rawtexts: string[]; rawtexts: string[];
cleantexts: string[]; cleantexts: string[];
@@ -287,8 +289,20 @@ async function embedText(text: string): Promise<number[]> {
} }
function buildBM25(texts: string[]) { function buildBM25(texts: string[]) {
logger.info("Building BM25 index (%s docs)...", texts.length); let paddedTexts = texts;
if (texts.length < BM25_MIN_DOCS) {
const needed = BM25_MIN_DOCS - texts.length;
logger.error(
"Corpus too small for BM25 (%s docs, need %s+), padding with %s dummy doc(s)",
texts.length,
BM25_MIN_DOCS,
needed
);
paddedTexts = [...texts, ...Array(needed).fill("placeholder dummy document")];
}
logger.info("Building BM25 index (%s docs)...", paddedTexts.length);
const bm25 = bm25Factory(); const bm25 = bm25Factory();
bm25.defineConfig({ bm25.defineConfig({
@@ -302,7 +316,7 @@ function buildBM25(texts: string[]) {
nlp.tokens.removeWords, nlp.tokens.removeWords,
]); ]);
texts.forEach((text, i) => { paddedTexts.forEach((text, i) => {
bm25.addDoc({ text }, i); bm25.addDoc({ text }, i);
}); });
+87 -27
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@@ -1,32 +1,92 @@
import { Builder, Browser } from "selenium-webdriver"; import { Builder, Browser } from "selenium-webdriver";
import firefox from "selenium-webdriver/firefox"; import firefox from "selenium-webdriver/firefox";
import { backOff } from "exponential-backoff";
import { logger } from "../utils/logger";
export async function extractWebpageContent(url: string) : Promise<string[]>{ export async function extractWebpageContent(url: string): Promise<string[]> {
const options = new firefox.Options(); try {
options.addArguments("--headless"); const response = await backOff(async () => {
return await extractWebpageContentWorker(url);
let driver = await new Builder().forBrowser(Browser.FIREFOX).setFirefoxOptions(options).build() }, {
try { numOfAttempts: 10,
await driver.get(url) startingDelay: 500,
await driver.wait(async () => { timeMultiple: 2,
return await driver.executeScript( jitter: "full",
"return document.readyState === 'complete'" maxDelay: 50000,
); });
}, 5000); return response;
} catch (err: any) {
const readableText = await driver.executeScript( logger.error(`Failed out of retry loop for URL "${url}", returning placeholder to pipeline`);
"return document.body.innerText;" return ["API EXCEPTION"];
) as string; }
const filteredLines = readableText
.split(/\r?\n/)
.map(line => line.trim())
.filter(line => line.split(/\s+/).length > 1);
return filteredLines;
} finally {
await driver.quit()
}
} }
//console.log(await extractWebpageContent("https://www.bbc.co.uk/news/live/c74wd01egvyt")) async function extractWebpageContentWorker(url: string): Promise<string[]> {
let driver;
try {
const options = new firefox.Options();
options.addArguments("--headless");
driver = await new Builder()
.forBrowser(Browser.FIREFOX)
.setFirefoxOptions(options)
.build();
} catch (err: any) {
const desc = `Failed to launch Firefox driver: ${err.message}`;
logger.error(desc);
throw new Error(desc);
}
try {
try {
await driver.get(url);
} catch (err: any) {
const desc = `Failed to navigate to URL "${url}": ${err.message}`;
logger.error(desc);
throw new Error(desc);
}
try {
await driver.wait(async () => {
return await driver.executeScript(
"return document.readyState === 'complete'"
);
}, 5000);
} catch (err: any) {
logger.error(`Page load timed out for "${url}", attempting to read partial content: ${err.message}`);
// do not throw, attempt to read
}
let readableText: string;
try {
readableText = await driver.executeScript(
"return document.body.innerText;"
) as string;
} catch (err: any) {
const desc = `Failed to extract page text from "${url}": ${err.message}`;
logger.error(desc);
throw new Error(desc);
}
const filteredLines = readableText
.split(/\r?\n/)
.map(line => line.trim())
.filter(line => line.split(/\s+/).length > 1);
if (filteredLines.length === 0) {
const desc = `No content extracted from "${url}"`;
logger.error(desc);
throw new Error(desc);
}
return filteredLines;
} finally {
try {
await driver.quit();
} catch (err: any) {
logger.error(`Failed to quit Firefox driver cleanly: ${err.message}`);
}
}
}
// console.log(await extractWebpageContent("https://www.bbc.co.uk/news/live/c74wd01egvyt"))
// console.log(await extractWebpageContent("https://badcertificate.int.jeynes.uk/"))
+1 -1
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@@ -118,7 +118,7 @@ async function processRecord(record: any): Promise<ResultRecord> {
input: buildAgentInput(record), input: buildAgentInput(record),
streamMode: "values", streamMode: "values",
config: { config: {
recursion_limit: 50 recursion_limit: 100
} }
}); });