Labor seems likely to narrowly hold Eden-Monaro but the results of the by-election will hinge on preference flows from the enormous number of early voters.
With just over 50 per cent of the votes counted, Labor's Kristy McBain is slightly ahead on 52.8 per cent after projected preference flows.
Liberal Fiona Kotvojs is expected to take 47.2 per cent of the two-party preferred vote.
But another 38 per cent of the southeastern NSW electorate's voters voted early and their ballots are still being counted, while 15 per cent made postal votes.
"It is just such an unusual situation because of COVID and just so many people have voted pre-poll," deputy Labor leader Richard Marles told Sky News.
"At the end of the day, whatever comes out of those big pre-polls is what's going to determine it."
So far, Labor's primary vote is down more than four points on its 2019 election result and the Liberals have also had a small swing against them.
The Greens' primary vote has also dropped, by 3.4 points.But Labor appears to be picking up good preference flows from the Shooters, Fishers and Farmers party and the Help End Marijuana Prohibition party.
Liberal candidate for Eden-Monaro Fiona Kotvojs votes at Jerrabomberra Public School polling station, north of Queanbeyan, NSW. Source: AAP
Liberal frontbencher Angus Taylor said the results looked very tight.
"This is a pretty weird kind of coalition Labor seems to be forming to try and protect Albanese," he said.
"It tells you Labor has a real problem, their primary vote is down to very dangerous territory here."
NSW Deputy Premier John Barilaro, who initially considered running in the by-election for the Nationals, said there hadn't been a sense of anger from voters heading to the booths on polling day.
But Labor frontbencher Kristina Keneally said a dropping primary vote was to be expected when the party had lost a popular member.
The by-election was triggered when respected Labor member Mike Kelly resigned from parliament due to health concerns, having pipped Ms Kotvojs in 2019.
"We're seeing really that there's not a lot of thumping praise for the Liberal government happening here," Senator Keneally told ABC News.As the polls closed, Ms McBain tweeted her thanks to supporters.
Labor candidate for Eden-Monaro Kristy McBain casts her vote at Merimbula Primary School in Merimbula, NSW. Source: AAP
"No matter what happens, I'm so proud of the positive campaign we have run to make sure that Eden-Monaro is not left behind," she wrote.
"I couldn't have done it without you."Dr Kotvojs said the electorate needs to be rebuilt after a tough six months.
Nationals candidate Trevor Hicks, pictured with his wife Julie, vote at Queanbeyan East Public School. Source: Facebook/Trevor Hicks
"People need to think about which of the candidates is able to be a strong voice in government," she told reporters after casting her vote at a Jerrabomberra polling booth.
Nationals candidate Trevor Hicks conceded defeat around 9pm, with the Nationals gaining only 5.5 per cent of the vote.
People in Australia must stay at least 1.5 metres away from others. Check your state’s restrictions on gathering limits.
Testing for coronavirus is now widely available across Australia. If you are experiencing cold or flu symptoms, arrange a test by calling your doctor or contact the Coronavirus Health Information Hotline on 1800 020 080.
The federal government's coronavirus tracing app COVIDSafe is available for download from your phone's app store.
SBS is committed to informing Australia’s diverse communities about the latest COVID-19 developments. News and information is available in 63 languages at